REDCap Connection - Demonstration based on the SWITCH project
Project description
Project title
Data reuse in the Social Sciences and Humanities: Project report of the SWITCH Innovation Lab “Repositories & Data Quality”
Project overview
This analysis was performed during a project of the SWITCH Innovation Lab “Repositories & Data Quality”, a project that ran from October 2020 until February 2021 as a collaboration between SWITCH and ZHAW Zurich University of Applied Sciences. The final report can be found here: https://doi.org/10.21256/zhaw-2404
The data is published on zenodo (doi 10.5281/zenodo.4609834)
Survey Structure
All variables are categorical and are either single response or multiple response variables. For more details, please refer to the report.
The variable source was a free-text-field, in which participants often specified several items. For analysis including the source column, we duplicated the lines in the following way:
Kind 1 | Source 1a, Source 1b, Source 1c | Purpose 1
Is transformed to:
Kind 1 | Source 1a | Purpose 1
Kind 1 | Source 1b | Purpose 1
Kind 1 | Source 1c | Purpose 1
Test overview
Code
Load libraries and functions
library(tidyverse)## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.0 ──## ✓ ggplot2 3.3.3 ✓ purrr 0.3.4
## ✓ tibble 3.1.0 ✓ dplyr 1.0.5
## ✓ tidyr 1.1.3 ✓ stringr 1.4.0
## ✓ readr 1.4.0 ✓ forcats 0.5.1## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library(zen4R)
library(readxl)
library(MRCV)
library(viridis)## Loading required package: viridisLitelibrary(kableExtra)##
## Attaching package: 'kableExtra'## The following object is masked from 'package:dplyr':
##
## group_rows# load own functions
source("code/misc_functions.R")
source("code/data_cleaning_functions.R")
source("code/plot_functions.R")
source("code/analysis_functions.R")
source("code/create_dummies_functions.R")
# file locations
DATA_DIR <- "data/" # required data
ZEN_DATA_DIR <- "data_zen/" # data from zenodo
PLOT_DIR <- "plots/" # plots
RES_DIR <- "results/" # results
DICT_SOURCES <- ZEN_DATA_DIR %+% "DictionarySources.xlsx"
DICT_FIELDS <- DATA_DIR %+% "DictionaryFields.xlsx"
DICT_KINDS <- DATA_DIR %+% "DictionaryKind.xlsx"
DICT_PURPOSES <- DATA_DIR %+% "DictionaryPurpose.xlsx"
DICT_CRITERIA <- DATA_DIR %+% "DictionaryCriteria.xlsx"
STAT_TESTS <- DATA_DIR %+% "stat_tests.xlsx"
# create directories if they do not exist
if (!file.exists(PLOT_DIR)){
dir.create(PLOT_DIR)
}
if(!file.exists(RES_DIR)) {
dir.create(RES_DIR)
}
if(!file.exists(ZEN_DATA_DIR)) {
dir.create(ZEN_DATA_DIR)
}Download data from Zenodo
We used the package redcapAPI to load the data set directly from REDCap and performed some anonymization and published the dataset on zenodo. This dataset can be loaded directly from zenodo:
if (params$download_from_zenodo) {
download_zenodo("10.5281/zenodo.4609834", path="./" %+% ZEN_DATA_DIR)
}## [zen4R][INFO] ZenodoRecord - Download in sequential mode
## [zen4R][INFO] ZenodoRecord - Will download 5 files from record '4609834' (doi: '10.5281/zenodo.4609834') - total size: 691.8 KiB
## [zen4R][INFO] Downloading file 'DictionarySources.xlsx' - size: 62 KiB
## [zen4R][INFO] Downloading file 'survey_results.csv' - size: 130.9 KiB
## [zen4R][INFO] Downloading file 'survey_results.rds' - size: 27.7 KiB
## [zen4R][INFO] Downloading file 'SWITCH_Innovation-Lab_Questionnaire.pdf' - size: 467 KiB
## [zen4R][INFO] Downloading file 'SWITCH_Innovation-Lab_ReadMe.txt' - size: 4.1 KiB
## [zen4R][INFO] Files downloaded at '/Users/klav/work/SWITCH-Innovation-Lab-Repositories-Data-Quality/data_zen'.
## [zen4R][INFO] ZenodoRecord - Verifying file integrity...
## [zen4R][INFO] File 'DictionarySources.xlsx': integrity verified (md5sum: a3c077fb25583f979babe1883a9c7066)
## [zen4R][INFO] File 'survey_results.csv': integrity verified (md5sum: 952ca07f0e23d4751382db95ddd1ef82)
## [zen4R][INFO] File 'survey_results.rds': integrity verified (md5sum: 9a47e245308b8d433fd90b51739b2a54)
## [zen4R][INFO] File 'SWITCH_Innovation-Lab_Questionnaire.pdf': integrity verified (md5sum: 46835506a5733a428c50176e10f7808a)
## [zen4R][INFO] File 'SWITCH_Innovation-Lab_ReadMe.txt': integrity verified (md5sum: 1fc471fbfb17fae1fd530b81936463a1)
## [zen4R][INFO] ZenodoRecord - End of downloadRead and clean data
Read all the data and additional files for text normalization and labels
df <- readRDS(ZEN_DATA_DIR %+% "survey_results.rds") %>%
## filter out incomplete records
filter(survey_switch_innovation_lab_2020_complete == "Complete")
# read list for statistical tests
df_tests <- readxl::read_excel(STAT_TESTS)
# read lookup tables
df_fields_lookup <- readxl::read_excel(DICT_FIELDS, "researchfield")
df_fields_categories_lookup <- readxl::read_excel(DICT_FIELDS, "field_category")
df_categories_lookup <- readxl::read_excel(DICT_FIELDS, "field_category")
df_categories_labels <- readxl::read_excel(DICT_FIELDS, "category")
df_kind_lookup <- readxl::read_excel(DICT_KINDS, "kind")
df_purpose_lookup <- readxl::read_excel(DICT_PURPOSES, "purpose")
df_criteria_lookup <- readxl::read_excel(DICT_CRITERIA, "criteria")
df_sources_lookup <- readxl::read_excel(DICT_SOURCES, "Tabelle2") %>%
select(raw, key) %>%
mutate(raw = str_to_lower(raw),
raw = str_trim(raw),
raw =str_replace_all(raw, "[^a-zA-Z0-9\\.;: , :blank:/]", "_"),
key = str_to_upper(key)) %>%
filter(!is.na(raw))
df_sources_categories_lookup <- readxl::read_excel(DICT_SOURCES, "Tabelle1")Data cleaning involves mostly normalizing text variables and replacing them with keys.
## cleaning the data
df <- df %>%
mutate_at(vars(starts_with("researchfield_")), normalize_text, df_fields_lookup) %>%
mutate_at(vars(starts_with("kind_")), str_replace_all, "\\(.*\\)", "") %>%
mutate_at(vars(starts_with("kind_")), normalize_text, df_kind_lookup %>% select(raw, key)) %>%
mutate_at(vars(starts_with("criteria_")), str_replace_all, "\\(.*\\)", "") %>%
mutate_at(vars(starts_with("criteria_")), normalize_text, df_criteria_lookup %>% select(raw, key)) %>%
mutate_at(vars(starts_with("purpose_")), str_replace_all, "\\(.*\\)", "") %>%
mutate_at(vars(starts_with("purpose_")), normalize_text, df_purpose_lookup %>% select(raw, key))%>%
mutate_at(vars(starts_with("purpose_")), str_replace_all, "\\(.*\\)", "_") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("Théâtres de société: rayonnement du répertoire français entre 1700 et 1799"), "THDS") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("Einkommensdaten der IK"), "EINKIK") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, "[^a-zA-Z0-9\\.;: , :blank:/]", "_") %>%
mutate_at(vars(starts_with("source_")), normalize_text, df_sources_lookup %>% select(raw, key)) %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("different sources like "), "") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("z.b. via datenbanken _z.b. "), "") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" et "), ",") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" oder "), ",")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" and "), ",")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("_gk"), "") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("/"), ",")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("_en fait"), "")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("u.a."), "")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("_"), "")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" wie "), ",")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(";"), ",") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("thds"), "THDS") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("einkik"), "EINKIK") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" "), ",") %>%
mutate_at(vars(starts_with("source_")), str_trim) Some additional variables used later.
# just for plotting
example_margin <- unit(c(15,5,5,30), "pt")
# just to get the right order for the factor experience
experience_levels <- c("0-5 years", "6-15 years", "16-30 years", "31+ years")
# use only the most common data sources
relevant_sources <- c("FORS","BFS" ,"LIT", "ESS", "DATAOWN", "GESIS", "DATABASELIT", "DATAOTHER", "DATAGOVE", "SURVEY")After analyzing the responses towards the used data sources, we decided to focus on the 10 most often cited sources. These are given in the variable relevant_sources FORS, BFS, LIT, ESS, DATAOWN, GESIS, DATABASELIT, DATAOTHER, DATAGOVE, SURVEY
Descriptive statistics
Institutions
Absolute count
g_institutions <-df %>% ggplot(aes(x=institution)) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat(count) + max(after_stat(count))/10, label=after_stat(count)), vjust=2.5, size=2.5) +
scale_y_continuous(expand = c(0,0)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
xlab("Institution") + ylab("Count") + ##ggtitle("Distribution of institutions") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE)
SavePlot(g_institutions, "doc.por", c("institution", "barplot", "count", "alpha"), rootdir = PLOT_DIR)## [1] "plots/institution_barplot_count_alpha.png"g_institutions
Relative count
g_institutions_perc <-df %>% ggplot(aes(x=institution, y=(..count..)/sum(..count..))) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat((..count..)/sum(..count..)) + max(after_stat((..count..)/sum(..count..)))/10, label=scales::percent(after_stat((..count..)/sum(..count..)))), vjust=2.5, size=2.5) +
scale_y_continuous(expand = c(0,0), labels = scales::percent_format(accuracy = 1)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
xlab("Institution") + ylab("Percentage") + #ggtitle("Relative distribution of institutions") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE)
SavePlot(g_institutions_perc, "doc.por", c("institution", "barplot", "perc", "alpha"), rootdir = PLOT_DIR)## [1] "plots/institution_barplot_perc_alpha.png"g_institutions_perc
Experience
g_experience <- df %>%
mutate(experience = factor(experience, levels= experience_levels,labels = experience_levels))%>%
ggplot(aes(x=experience)) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat(count) + max(after_stat(count))/10, label=after_stat(count)), vjust=2.5, size=2.5) +
scale_y_continuous(expand = c(0,0)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
xlab("Experience") + ylab("Count") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE)
SavePlot(g_experience, "doc.por", c("experience", "barplot", "count", "alpha"), rootdir = PLOT_DIR)## [1] "plots/experience_barplot_count_alpha.png"g_experience
Research fields
Create a dataframe that contains only researchfield-variables and the record_id
df_field <- select_two_variables(df, "researchfield", additional_to_keep = "record_id", remove_other = TRUE)
df_fieldFrequency of researchfields and multiple selections
Frequency of researchfields
researchfield_factorlevelslabels <- create_lookup_vector(df_fields_categories_lookup, "key", "label", arrange_by_size = FALSE)
researchcategory_factorlevelslabels <- create_lookup_vector(df_categories_labels, "key", "label", arrange_by_size = FALSE)
df_field_long <- create_product_df(df_field, var1="researchfield", id_var = "record_id", sep1 = "|") %>%
mutate(researchcategory = factor(normalize_text(researchfield, df_categories_lookup, pattern = "key", replacement = "category"),
labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels)
)
g_researchfields <- df_field_long %>% ggplot(aes(x=fct_infreq(researchfield), fill = researchcategory)) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat(count) + max(after_stat(count))/10, label=after_stat(count)), vjust=2.5, size=2.5) +
facet_wrap(vars(fct_infreq(researchcategory)), strip.position = "bottom", scales = "free_x", nrow=1) +
scale_y_continuous(expand=c(0,0)) +
scale_x_discrete(guide = guide_axis(angle = 45)) +
xlab("Research field") + ylab("Count") + ##ggtitle("Distribution of research fields") +
theme_zhaw(base_size = 7, panel.grid.major.x.blank = TRUE, keep_ticks = TRUE) +
theme(strip.placement = "outside", strip.background = element_blank(), strip.text = element_blank()) +
scale_fill_viridis(discrete = TRUE, name = "Researchfield Category") +
theme(plot.margin = unit(c(15,5,5,30), "pt"), legend.position = "bottom")
SavePlot(g_researchfields, "doc.por", c("researchfield", "barplot", "count", "freq"), rootdir = PLOT_DIR)## [1] "plots/researchfield_barplot_count_freq.png"g_researchfields
g_researchfields <-df_field_long %>% ggplot(aes(x=fct_infreq(researchfield), fill = researchcategory)) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat(count) + max(after_stat(count))/10, label=after_stat(count)), vjust=2.5, size=2.5) +
facet_wrap(vars(fct_infreq(researchcategory)), strip.position = "bottom", scales = "free_x", nrow=1) +
scale_y_continuous(expand=c(0,0)) +
scale_x_discrete(guide = guide_axis(angle = 45)) +
xlab("Research field") + ylab("Count") + ##ggtitle("Distribution of research fields") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE) +
theme(strip.placement = "outside", strip.background = element_blank(), strip.text = element_blank()) +
scale_fill_viridis(discrete = TRUE, name = "Researchfield Category") +
theme(plot.margin = unit(c(15,5,5,30), "pt"))
SavePlot(g_researchfields, "doc.por", c("researchfield", "barplot", "count", "freq"), rootdir = PLOT_DIR)## [1] "plots/researchfield_barplot_count_freq.png"g_researchfields
The same as percentages
g_researchfields_perc <- df_field_long %>%
ggplot(aes(x=researchfield, y=(..count..)/sum(..count..), fill = researchcategory)) +
geom_bar(stat = "count", position ="dodge2") +
geom_text(stat='count', aes(y = after_stat((..count..)/sum(..count..)) + max(after_stat((..count..)/sum(..count..)))/10,
label=scales::percent(after_stat((..count..)/sum(..count..)))), vjust=3, size=2, angle=45) +
facet_wrap(vars(researchcategory), strip.position = "bottom", scales = "free_x", nrow=1) +
xlab("Research field") + ylab("Percentage") + ##ggtitle("Relative distribution of research fields") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE) +
scale_y_continuous(expand = c(0,0), labels = scales::percent_format(accuracy = 1)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
theme(strip.placement = "outside", strip.background = element_blank(), strip.text = element_blank()) +
scale_fill_viridis(discrete = TRUE, name = "Researchfield Category")
SavePlot(g_researchfields_perc, "doc.por", c("researchfield", "barplot", "perc", "freq"), rootdir = PLOT_DIR)## [1] "plots/researchfield_barplot_perc_freq.png"g_researchfields_perc
Other research fields
df_fields_other_freq <- df %>% filter(!is.na(researchfield_other)) %>%
select(Researchfield=researchfield_other) %>%
mutate(Researchfield=str_to_sentence(Researchfield)) %>%
group_by(Researchfield) %>%
summarise(Frequency = n()) %>%
ungroup()
df_fields_other_freqdf_fields_other_freq %>% write.csv2("plots/other_fields.csv", row.names = FALSE)
df_fields_other <- df %>%
filter(!is.na(researchfield_other)) %>%
select(researchfield_other, starts_with("researchfield__"), -researchfield___18)
df_fields_other %>%
mutate(combined_with = unite(df_fields_other %>% select(-researchfield_other),
temp, sep="-", na.rm=T) %>% pull(temp)) %>%
select(-starts_with("researchfield___")) %>%
mutate(combined_with = stringr::str_replace_all(combined_with, "(-)+", "-")) %>%
mutate(combined_with = stringr::str_replace_all(combined_with, "^-", "")) %>%
mutate(combined_with = stringr::str_replace_all(combined_with, "-$", "")) %>%
mutate(combined_with = stringr::str_replace_all(combined_with, fixed("-"), "---")) %>%
arrange(researchfield_other) %>%
kable()| researchfield_other | combined_with |
|---|---|
| berufsbildung | psychology |
| demography | sociology |
| digital humanities | |
| digital humanities | theology |
| digital humanities | linguistics |
| digital humanities | art |
| forschungsmanagement | linguistics |
| geschlechterforschung | |
| humanités numériques / digital humanities | art—history |
| kriminologie | sociology |
| management | |
| medizin | psychology |
| méthodologie | psychology |
| migration | |
| nachhaltigskeitsstudien; afrika-studien | ethnology—health—history |
| production of official statistcs at fso | |
| public management, e-government | |
| raumplanung | |
| social epidemiology | health—sociology |
| sportwissenschaft | education—health—psychology |
| sportwissenschaft | |
| statistics | economics |
| statistics for social sciences | |
| survey methodology | politics—psychology |
| umweltwissenschaften | economics |
| umweltwissenschaften | |
| urban planning | politics |
| verkehrsplanung |
There are 28 other research fields.
Distribution of how many research field selections occur in one record
df_field_long %>% distinct(record_id, .keep_all=TRUE) %>% group_by(n_var1) %>% summarize(count = n()) %>%
kable(col.names = c("Number of selections", "Count"))| Number of selections | Count |
|---|---|
| 1 | 187 |
| 2 | 51 |
| 3 | 15 |
| 4 | 6 |
| 6 | 1 |
df_field_long %>% distinct(record_id, .keep_all=TRUE) %>% ggplot(aes(x=n_var1)) +
geom_histogram() +
xlab("Number of selections") + ylab("Count") +
theme_zhaw(base_size = 10)
Distribution of how many research category selections occur in one record
df_field_long %>% count(record_id, researchcategory) %>% group_by(n) %>% summarize(count = n())%>%
kable(col.names = c("Number of selections", "Count"))| Number of selections | Count |
|---|---|
| 1 | 309 |
| 2 | 20 |
| 3 | 5 |
df_field_long %>% count(record_id, researchcategory) %>% group_by(n) %>%
ggplot(aes(x=n)) + geom_histogram() +
theme_zhaw()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Researchfield combinations
df_combinations <- df_field %>%
select(-record_id) %>%
unite("researchfield", sep="-", na.rm=TRUE) %>%
mutate(researchfield = stringr::str_replace_all(researchfield, "(-)+", "-")) %>%
mutate(researchfield = stringr::str_replace_all(researchfield, "^-", "")) %>%
mutate(researchfield = stringr::str_replace_all(researchfield, "-$", "")) %>%
mutate(researchfield = stringr::str_replace_all(researchfield, fixed("-"), "---"))
df_combinations %>% group_by(researchfield) %>%
summarize(count = n()) %>%
ungroup() %>%
arrange(desc(count)) %>%
kable() %>%
kable_styling()| researchfield | count |
|---|---|
| sociology | 52 |
| politics | 23 |
| education | 22 |
| economics | 20 |
| psychology | 19 |
| other | 11 |
| art | 6 |
| health | 6 |
| literature | 6 |
| media_comm | 6 |
| education—sociology | 5 |
| ethnology—sociology | 4 |
| health—sociology | 4 |
| history | 4 |
| linguistics | 4 |
| archaeology | 3 |
| education—psychology | 3 |
| health—psychology | 3 |
| psychology—other | 3 |
| economics—other | 2 |
| economics—politics | 2 |
| linguistics—other | 2 |
| politics—sociology | 2 |
| sociology—other | 2 |
| theology | 2 |
| archaeology—history—theology | 1 |
| archaeology—literature—sociology | 1 |
| architecture—geography—history | 1 |
| art—history—other | 1 |
| art—literature | 1 |
| art—other | 1 |
| economics—education—psychology | 1 |
| economics—geography—politics | 1 |
| economics—geography—politics—sociology | 1 |
| economics—health | 1 |
| economics—politics—psychology | 1 |
| economics—psychology | 1 |
| education—ethnology—linguistics—media_comm—politics—sociology | 1 |
| education—health | 1 |
| education—health—politics—sociology | 1 |
| education—health—psychology—other | 1 |
| education—history | 1 |
| education—linguistics | 1 |
| education—politics | 1 |
| education—politics—sociology | 1 |
| ethnology | 1 |
| ethnology—health—history—other | 1 |
| ethnology—health—psychology—sociology | 1 |
| ethnology—law—sociology | 1 |
| geography | 1 |
| geography—sociology | 1 |
| health—psychology—sociology | 1 |
| health—sociology—other | 1 |
| history—law | 1 |
| history—literature | 1 |
| history—politics—sociology | 1 |
| history—sociology | 1 |
| history—theology | 1 |
| law | 1 |
| linguistics—literature | 1 |
| linguistics—literature—philosophy | 1 |
| linguistics—literature—philosophy—theology | 1 |
| media_comm—psychology | 1 |
| politics—other | 1 |
| politics—psychology—other | 1 |
| politics—psychology—sociology | 1 |
| psychology—sociology | 1 |
| psychology—theology | 1 |
| theology—other | 1 |
There are 69 combinations of research fields.
Data Kind
var <- "kind"
df_var <- select_two_variables(df, var, var, additional_to_keep = "record_id", remove_other = TRUE)
v_factorlvelslabels <- create_lookup_vector(eval(sym("df_" %+% var %+% "_lookup")), "key", "label", arrange_by_size = FALSE)
df_var_long <- create_product_df(df_var, var1 = var, id_var = "record_id", sep1 = "|") %>% filter(!!sym(var) != "NA") %>%
mutate(!!var := factor(.data[[var]], labels(v_factorlvelslabels), labels = v_factorlvelslabels))
g_var <- plot_distribution(df_var_long, var, add_title = params$add_plot_title, x_label_angle = 45)
g_var_perc <- plot_distribution(df_var_long, var, scale_count = FALSE, add_title = params$add_plot_title, x_label_angle = 45)
SavePlot(g_var, "doc.por", c(var, "barplot", "count", "freq"), rootdir = PLOT_DIR)## [1] "plots/kind_barplot_count_freq.png"SavePlot(g_var_perc, "doc.por", c(var, "barplot", "perc", "alpha"), rootdir = PLOT_DIR)## [1] "plots/kind_barplot_perc_alpha.png"g_var
g_var_perc
Purpose
var <- "purpose"
df_var <- select_two_variables(df, var, var, additional_to_keep = "record_id", remove_other = TRUE)
v_factorlvelslabels <- create_lookup_vector(eval(sym("df_" %+% var %+% "_lookup")), "key", "label", arrange_by_size = FALSE)
df_var_long <- create_product_df(df_var, var1 = var, id_var = "record_id", sep1 = "|") %>% filter(!!sym(var) != "NA") %>%
mutate(!!var := factor(.data[[var]], labels(v_factorlvelslabels), labels = v_factorlvelslabels))
g_var <- plot_distribution(df_var_long, var, add_title = params$add_plot_title, x_label_angle = 45)
g_var_perc <- plot_distribution(df_var_long, var, scale_count = FALSE, add_title = params$add_plot_title, x_label_angle = 45)
SavePlot(g_var, "doc.por", c(var, "barplot", "count", "freq"), rootdir = PLOT_DIR)## [1] "plots/purpose_barplot_count_freq.png"SavePlot(g_var_perc, "doc.por", c(var, "barplot", "perc", "alpha"), rootdir = PLOT_DIR)## [1] "plots/purpose_barplot_perc_alpha.png"g_var
g_var_perc
Criteria
var <- "criteria"
df_var <- select_two_variables(df %>% select(-criteriaother), var, var, additional_to_keep = "record_id", remove_other = TRUE)
v_factorlvelslabels <- create_lookup_vector(eval(sym("df_" %+% var %+% "_lookup")), "key", "label", arrange_by_size = FALSE)
df_var_long <- create_product_df(df_var, var1 = var, id_var = "record_id", sep1 = "|") %>% filter(!!sym(var) != "NA") %>%
mutate(!!var := factor(.data[[var]], labels(v_factorlvelslabels), labels = v_factorlvelslabels))
g_var <- plot_distribution(df_var_long, var, add_title = params$add_plot_title, x_label_angle = 45)
g_var_perc <- plot_distribution(df_var_long, var, scale_count = FALSE, add_title = params$add_plot_title, x_label_angle = 45)
SavePlot(g_var, "doc.por", c(var, "barplot", "count", "freq"), rootdir = PLOT_DIR)## [1] "plots/criteria_barplot_count_freq.png"SavePlot(g_var_perc, "doc.por", c(var, "barplot", "perc", "freq"), rootdir = PLOT_DIR)## [1] "plots/criteria_barplot_perc_freq.png"g_var
g_var_perc
Sources
df_sources <- select_two_variables(df, "source_shazam", additional_to_keep = "record_id", remove_other = TRUE)
df_sources$sources <- unite(df_sources %>% select(-record_id), "sources", sep =",") %>% pull(sources)
cat_sources_factorlevels <- c("subjectspecific-ind", "subjectspecific-col", "generic", "other")
cat_sources_factorlabels <- c("Subjectspecific (ind.)", "Subjectspecific (col.)", "Generic", "Other")
df_sources_long <- create_product_df(df_sources, "sources", sep1=",") %>% filter(sources != "NA") %>%
mutate(sources = str_trim(sources)) %>%
mutate(sources_hl = word(sources, 1, sep="\\."),
cat_sources = factor(normalize_text(str_to_lower(sources), df_sources_categories_lookup, pattern="key", replacement = "categorization2"),
cat_sources_factorlevels, labels = cat_sources_factorlabels)) %>%
mutate(sources = as.factor(sources), sources_hl = as.factor(sources_hl))
# check that sources are correct
m <- df_sources_long$sources %ni% df_sources_lookup$key
sum(m)## [1] 0df_sources_long %>% filter(m) %>% pull(sources)## factor(0)
## 249 Levels: ACAD ADDHEALTH AEA AEA.AER AGD ANES ANFP ARCHIVE ARE.NPVM ... WVSsetdiff(df_sources_lookup$key, str_to_upper(df_sources_categories_lookup$key))## character(0)## only LIT allowed, because we did not give the key LIT in the sources, only as the higher level category
setdiff(str_to_upper(df_sources_categories_lookup$key), df_sources_lookup$key)## [1] "LIT"Number of sources that could not be associated with a key: FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE. 0 is expected, if the normalization is complete.
g_sources <- df_sources_long %>%
filter(sources_hl %in% relevant_sources) %>%
mutate(sources_hl = normalize_text(str_to_lower(sources_hl), df_sources_categories_lookup, pattern = "key", replacement = "label_en")) %>%
plot_distribution("sources_hl", x_lab="Sources", gg_title = "Distribution of Sources", x_label_angle = 45, add_title = params$add_plot_title)
SavePlot(g_sources, "doc.por", c("sources-highlevel", "barplot", "count", "freq"), rootdir = PLOT_DIR)## [1] "plots/sources-highlevel_barplot_count_freq.png"# ordered by frequency
g_sources_cat1 <- df_sources_long %>%
filter(!is.na(cat_sources)) %>%
plot_distribution("cat_sources", x_lab="Source categories", gg_title = "Distribution of Sources", x_label_angle = 45, add_title = params$add_plot_title)
SavePlot(g_sources_cat1, "doc.por", c("sources-cat", "barplot", "count", "freq"), rootdir = PLOT_DIR)## [1] "plots/sources-cat_barplot_count_freq.png"# ordered by level
g_sources_cat12 <- df_sources_long %>%
filter(!is.na(cat_sources)) %>%
plot_distribution("cat_sources", x_lab="Source categories", gg_title = "Distribution of Sources", x_label_angle = 45, add_title = params$add_plot_title, order_freq = FALSE)
SavePlot(g_sources_cat12, "doc.por", c("sources-cat", "barplot", "count", "level"), rootdir = PLOT_DIR)## [1] "plots/sources-cat_barplot_count_level.png"g_sources
g_sources_cat1
g_sources_cat12
Correlation Analysis
Researchfield x Criteria
var1 <- "researchfield"
var2 <- "criteria"
## Preparation of the dataset
df_field_criteria <- create_product_df(df%>% select(-criteriaother), var1=var1, var2=var2)
df_field_criteria$researchcategory <- normalize_text(df_field_criteria$researchfield, df_fields_categories_lookup, pattern="key", replacement = "category")
df_category_criteria <- df_field_criteria %>% select(record_id, researchcategory, criteria)
df_field_criteria_freq <- df_field_criteria %>%
group_by(researchcategory, researchfield, criteria) %>%
summarise(n = n()) %>%
ungroup %>% filter(criteria != "") %>%
mutate(researchcategory = factor(researchcategory, labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels)
) ## `summarise()` has grouped output by 'researchcategory', 'researchfield'. You can override using the `.groups` argument.df_field_criteria_freq <- df_field_criteria %>%
group_by(researchcategory, researchfield, criteria) %>%
summarise(n = n()) %>%
ungroup %>% filter(criteria != "") %>%
mutate(researchcategory = factor(researchcategory, labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels)
) ## `summarise()` has grouped output by 'researchcategory', 'researchfield'. You can override using the `.groups` argument.n_min <- min(df_field_criteria_freq$n, na.rm=T)
n_max <- max(df_field_criteria_freq$n, na.rm=T)
g_ballon <- df_field_criteria_freq %>%
mutate(criteria = normalize_text(criteria, df_criteria_lookup, pattern = "key", replacement = "label")) %>%
ggplot(aes(x=criteria, y=researchfield, size=n, colour=researchcategory)) +
geom_point() +
scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
ylab("Research field") + xlab("Criteria") + ##ggtitle("Research field vs. Criteria") +
theme_zhaw(base_size=7.5)
SavePlot(g_ballon, "custom", c("researchfield-criteria", "balloonplot", "count", "alpha"), rootdir = PLOT_DIR, width=16, height=12, unit="cm")## [1] "plots/researchfield-criteria_balloonplot_count_alpha.png"g_ballon
Researchfield x Data Reuse
var1 <- "researchfield"
var2 <- "data_reuse"
var_cat <- "researchcategory"
df_field_data_reuse <- create_product_df(df, var1=var1, var2=var2)
df_field_data_reuse$researchcategory <- normalize_text(df_field_data_reuse$researchfield, df_fields_categories_lookup, pattern="key", replacement = "category")
df_category_data_reuse <- df_field_data_reuse %>% select(record_id, researchcategory, data_reuse)
df_field_data_reuse_freq <- df_field_data_reuse %>%
group_by(researchcategory, researchfield, data_reuse) %>%
summarise(n = n()) %>%
ungroup %>% filter(data_reuse != "") %>%
mutate(researchcategory = factor(researchcategory, labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels)
) ## `summarise()` has grouped output by 'researchcategory', 'researchfield'. You can override using the `.groups` argument.n_min <- min(df_field_data_reuse_freq$n, na.rm=T)
n_max <- max(df_field_data_reuse_freq$n, na.rm=T)
g_ballon <- df_field_data_reuse_freq %>%
ggplot(aes(x=data_reuse, y=researchfield, size=n, colour=researchcategory)) +
geom_point() +
scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab("Research field") + xlab("Data re-use") + ##ggtitle("Research field vs. Data re-use") +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c("researchfield-data_reuse", "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)## [1] "plots/researchfield-data_reuse_balloonplot_count_alpha.png"g_ballon
Researchfield x Kind
var1 <- "researchfield"
var2 <- "kind"
var_cat <- "researchcategory"
df_field_kind <- create_product_df(df, var1=var1, var2=var2)
df_field_kind$researchcategory <- normalize_text(df_field_kind$researchfield, df_fields_categories_lookup, pattern="key", replacement = "category")
df_category_kind <- df_field_kind %>% select(record_id, researchcategory, kind)
v_kind_factorlevelslabels <- create_lookup_vector(eval(sym("df_" %+% "kind" %+% "_lookup")), "key", "label", arrange_by_size = FALSE)
df_field_kind_freq <- df_field_kind %>%
group_by(researchcategory, researchfield, kind) %>%
summarise(n = n()) %>%
ungroup %>% filter(kind != "") %>%
mutate(researchcategory = factor(researchcategory, labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels),
kind = factor(kind, labels(v_kind_factorlevelslabels), labels = v_kind_factorlevelslabels)) ## `summarise()` has grouped output by 'researchcategory', 'researchfield'. You can override using the `.groups` argument.n_min <- min(df_field_kind_freq$n, na.rm=T)
n_max <- max(df_field_kind_freq$n, na.rm=T)
g_ballon <- df_field_kind_freq %>%
ggplot(aes(x=kind, y=researchfield, size=n, colour=researchcategory)) +
geom_point() +
scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
scale_x_discrete(limits=v_kind_factorlevelslabels, guide = guide_axis(angle=45)) +
scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab("Research field") + xlab("Kind of source") + ##ggtitle("Research field vs. Kind of source") +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c("researchfield-kind", "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)## [1] "plots/researchfield-kind_balloonplot_count_alpha.png"g_ballon
Kind x source
var1 <- "kind"
var2 <- "source"
relevant_sources## [1] "FORS" "BFS" "LIT" "ESS" "DATAOWN"
## [6] "GESIS" "DATABASELIT" "DATAOTHER" "DATAGOVE" "SURVEY"sources_levels <- df_sources_categories_lookup %>% filter(str_to_upper(key) %in% relevant_sources) %>% pull(key) %>% str_to_upper
sources_labels <- df_sources_categories_lookup %>% filter(str_to_upper(key) %in% relevant_sources) %>% pull(label_en)
df_cross <- df %>%
create_product_df(var1=var1, var2=var2) %>%
mutate(source = word(source, 1, sep="\\.")) %>%
filter(source %in% relevant_sources) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(source_cat = normalize_text(source, lookup_table = df_sources_categories_lookup, pattern = "key", replacement="categorization2")) %>%
mutate(!!var1 := factor(!!sym(var1), levels = labels(v_kind_factorlevelslabels), labels = v_kind_factorlevelslabels),
!!var2 := factor(!!sym(var2), levels = sources_levels, labels = sources_labels),
source_cat := factor(source_cat, levels = cat_sources_factorlevels, labels = cat_sources_factorlabels))
lapply(c(var2, "source_cat"), function(var2) {
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
n_min <- min(df_cross_freq$n, na.rm=T)
n_max <- max(df_cross_freq$n, na.rm=T)
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab("Kind of source") +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
g_ballon
})## `summarise()` has grouped output by 'kind'. You can override using the `.groups` argument.
## `summarise()` has grouped output by 'kind'. You can override using the `.groups` argument.## [[1]]
##
## [[2]]
Purpose x Source
var1 <- "purpose"
var2 <- "source"
relevant_sources## [1] "FORS" "BFS" "LIT" "ESS" "DATAOWN"
## [6] "GESIS" "DATABASELIT" "DATAOTHER" "DATAGOVE" "SURVEY"sources_levels <- df_sources_categories_lookup %>% filter(str_to_upper(key) %in% relevant_sources) %>% pull(key) %>% str_to_upper
sources_labels <- df_sources_categories_lookup %>% filter(str_to_upper(key) %in% relevant_sources) %>% pull(label_en)
purpose_levels <- df_purpose_lookup %>% pull(key)
purpose_labels <- df_purpose_lookup %>% pull(label)
df_cross <- df %>%
create_product_df(var1=var1, var2=var2) %>%
mutate(source = word(source, 1, sep="\\.")) %>%
filter(source %in% relevant_sources) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(source_cat = normalize_text(source, lookup_table = df_sources_categories_lookup, pattern = "key", replacement="categorization2")) %>%
mutate(!!var1 := factor(!!sym(var1), levels = purpose_levels, labels = purpose_labels),
!!var2 := factor(!!sym(var2), levels = sources_levels, labels = sources_labels),
source_cat := factor(source_cat, levels = cat_sources_factorlevels, labels = cat_sources_factorlabels))
lapply(c(var2, "source_cat"), function(var2) {
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
n_min <- min(df_cross_freq$n, na.rm=T)
n_max <- max(df_cross_freq$n, na.rm=T)
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
scale_x_discrete(guide = guide_axis(angle = 45)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
g_ballon
})## `summarise()` has grouped output by 'purpose'. You can override using the `.groups` argument.
## `summarise()` has grouped output by 'purpose'. You can override using the `.groups` argument.## [[1]]
##
## [[2]]
### Kind x experience
var1 <- "kind"
var2 <- "experience"
df_cross <- create_product_df(df, var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(!!var1 := factor(!!sym(var1), levels=labels(v_kind_factorlevelslabels), labels=v_kind_factorlevelslabels),
!!var2 := factor(!!sym(var2), levels=experience_levels, labels=experience_levels))
df_cross_freq <- df_cross %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup ## `summarise()` has grouped output by 'kind'. You can override using the `.groups` argument.n_min <- min(df_cross$n, na.rm=T)## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Infn_max <- max(df_cross$n, na.rm=T)## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Infg_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab("Kind of source") +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)## [1] "plots/kind-experience_balloonplot_count_alpha.png"g_ballon
Purpose x Experience
var1 <- "experience"
var2 <- "source"
df_cross <- create_product_df(df, var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(source_cat = normalize_text(source, lookup_table = df_sources_categories_lookup, pattern = "key", replacement="categorization2")) %>%
mutate(source = word(source, 1, sep="\\.")) %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)),
source_cat := as.factor(source_cat))
lapply(c(var2, "source_cat"), function(var2) {
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
n_min <- min(df_cross_freq$n, na.rm=T)
n_max <- max(df_cross_freq$n, na.rm=T)
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
g_ballon
})## `summarise()` has grouped output by 'experience'. You can override using the `.groups` argument.
## `summarise()` has grouped output by 'experience'. You can override using the `.groups` argument.## [[1]]
##
## [[2]]
Purpose x kind
var1 <- "purpose"
var2 <- "kind"
df_cross <- create_product_df(df %>% select(-criteriaother), var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)))
calculate_chi2(df_cross, var1, var2) %>% kable()## Warning in write.csv2(df_chi2, "plots/chi2_" %+% var1 %+% "-" %+% var2 %+% :
## attempt to set 'append' ignored## Warning in write.csv2(df_chi2, "plots/chi2_all.csv", append = TRUE, row.names =
## FALSE): attempt to set 'append' ignored| sample | n | Xsquared | p |
|---|---|---|---|
| all - purpose x kind | 677 | 12.16101 | 0.9070465 |
| singles purpose x kind | 72 | 18.97847 | 0.4307846 |
df_cross_freq <- df_cross %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup ## `summarise()` has grouped output by 'purpose'. You can override using the `.groups` argument.n_min <- min(df_cross$n, na.rm=T)## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Infn_max <- max(df_cross$n, na.rm=T)## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Infg_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
# scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
# scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) + ##ggtitle(str_to_sentence(var1) %+% " vs. " %+% str_to_sentence(var2)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)## [1] "plots/purpose-kind_balloonplot_count_alpha.png"g_ballon
Purpose x Criteria
var1 <- "purpose"
var2 <- "criteria"
df_cross <- create_product_df(df %>% select(-criteriaother), var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)))
df_cross_freq <- df_cross %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup ## `summarise()` has grouped output by 'purpose'. You can override using the `.groups` argument.n_min <- min(df_cross$n, na.rm=T)## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Infn_max <- max(df_cross$n, na.rm=T)## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Infg_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
# scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
# scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) + ##ggtitle(str_to_sentence(var1) %+% " vs. " %+% str_to_sentence(var2)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)## [1] "plots/purpose-criteria_balloonplot_count_alpha.png"g_ballon
Criteria x kind
var1 <- "criteria"
var2 <- "kind"
df_cross <- create_product_df(df %>% select(-criteriaother), var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)))
df_cross_freq <- df_cross %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup ## `summarise()` has grouped output by 'criteria'. You can override using the `.groups` argument.n_min <- min(df_cross$n, na.rm=T)## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Infn_max <- max(df_cross$n, na.rm=T)## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Infg_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
# scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
# scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) + ##ggtitle(str_to_sentence(var1) %+% " vs. " %+% str_to_sentence(var2)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)## [1] "plots/criteria-kind_balloonplot_count_alpha.png"g_ballon
Criteria x Source
var1 <- "criteria"
var2 <- "source"
df_cross <- create_product_df(df %>% select(-criteriaother), var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(source_cat = normalize_text(source, lookup_table = df_sources_categories_lookup, pattern = "key", replacement="categorization2")) %>%
mutate(source = word(source, 1, sep="\\.")) %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)),
source_cat := as.factor(source_cat))
lapply(c(var2, "source_cat"), function(var2) {
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup %>%
arrange(n)
n_min <- min(df_cross$n, na.rm=T)
n_max <- max(df_cross$n, na.rm=T)
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
g_ballon
})## `summarise()` has grouped output by 'criteria'. You can override using the `.groups` argument.## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Inf## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Inf## `summarise()` has grouped output by 'criteria'. You can override using the `.groups` argument.## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Inf
## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Inf## [[1]]
##
## [[2]]
Data reuse x Experience
var1 <- "experience"
var2 <- "data_reuse"
df_cross <- df %>% select(record_id, experience, data_reuse)
calculate_chi2(df_cross, var1, var2) %>% kable()## Warning in write.csv2(df_chi2, "plots/chi2_" %+% var1 %+% "-" %+% var2 %+% :
## attempt to set 'append' ignored## Warning in write.csv2(df_chi2, "plots/chi2_all.csv", append = TRUE, row.names =
## FALSE): attempt to set 'append' ignored| sample | n | Xsquared | p |
|---|---|---|---|
| all - experience x data_reuse | 260 | 9.766977 | 0.0139930 |
| singles experience x data_reuse | 260 | 9.766977 | 0.0214893 |
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup %>%
arrange(n) ## `summarise()` has grouped output by 'experience'. You can override using the `.groups` argument.n_min <- min(df_cross$n, na.rm=T)## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Infn_max <- max(df_cross$n, na.rm=T)## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Infg_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab("Data reuse") + xlab(str_to_sentence(var1)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)## [1] "plots/experience-data_reuse_balloonplot_count_alpha.png"g_ballon
All multiple response variables
# Example combination for one pair of questions
# Setting params$perform_all_tests to FALSE, if you want to run the test for a specific combination
var1 <- "purpose"
var2 <- "source"
#var2 <- "data_reuse"
var1_type <- "shazam"
var2_type <- "shazam_multiple"
#var2_type <- "single"
# bon or boot for bonferroni or bootstrap test
test_type <- "bon"
df_tests_mrcv <- df_tests %>% filter(test == "mrcv") %>%
## ignore the source categories
filter(var2 != "cat_source")
## example for one question pair
if (!params$perform_all_tests){
single_res <- mrcv_test(df_mrcv, var1 = var1, var2 = var2, var1_type = var1_type, var2_type = var2_type, test_type=test_type, return_df=TRUE)
single_res$df
single_res$res
} else {
res <- lapply(1:nrow(df_tests_mrcv), function(x) {
res <- mrcv_test(df_mrcv, df_tests_mrcv$var1[x], df_tests_mrcv$var2[x], df_tests_mrcv$var1_type[x], df_tests_mrcv$var2_type[x], test_type=test_type)
row_res <- as_tibble_row(c(var1=df_tests_mrcv$var1[x], var2=df_tests_mrcv$var2[x],
x2=res$general$X.sq.S,
p=res$bon$p.value.bon))
return(list(res=res, row=row_res))
})
tbs <- lapply(res, function(x) {
return(x$row)
})
ps <- lapply(res, function(x) {
res_bon <- x$res$bon$X.sq.S.ij.p.bon
p_tibble <- as_tibble(res_bon, rownames = "var1") %>% gather(key="var2", value="p", -var1)
})
write.csv2(ps %>% bind_rows(), "results/mrcv_bon_pairs.csv", row.names = FALSE)
# for bootstrapping
if (test_type == "boot"){
p.boot <- sapply(res, function(x) {
x$res$boot$p.value.boot
} )
tbs %>% bind_rows() %>% mutate(p_boot = p.boot) %>% write.csv2("plots/mrcv_" %+% test_type %+% ".csv", row.names = FALSE)
} else {
tbs %>% bind_rows() %>% write.csv2("plots/mrcv_" %+% test_type %+% ".csv", row.names = FALSE)
}
res_output <- lapply(res, function(x) {
return(x$res)
})
capture.output(res_output, file="plots/mrcv_" %+% test_type %+% "_results.txt")
}## [1] "researchfield x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 4321.84
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## researchfield.archaeology 4.53 24.70 0.04 0.47
## researchfield.architecture 0.12 0.01 0.01 0.09
## researchfield.art 30.31 0.07 13.06 7.45
## researchfield.economics 0.59 0.26 0.26 0.14
## researchfield.education 0.45 0.36 0.36 2.06
## researchfield.ethnology 1.27 0.07 0.07 0.86
## researchfield.geography 0.45 0.04 0.04 0.47
## researchfield.health 0.29 0.18 0.18 2.11
## researchfield.history 0.19 7.87 7.87 0.65
## researchfield.law 1.61 0.02 0.02 0.28
## researchfield.linguistics 0.66 0.09 0.09 0.01
## researchfield.literature 2.65 9.43 9.43 4.44
## researchfield.media_comm 1.00 0.06 0.06 0.17
## researchfield.philosophy 3.23 0.02 0.02 0.19
## researchfield.politics 3.07 0.34 0.34 1.95
## researchfield.psychology 3.21 0.36 0.36 0.66
## researchfield.sociology 1.59 0.95 0.95 0.24
## researchfield.theology 0.09 17.22 0.06 3.76
## researchfield.other 3.71 0.24 0.24 3.58
## source.DATAOWN source.BFS source.QUANT source.OECD
## researchfield.archaeology 0.31 0.72 0.02 0.04
## researchfield.architecture 0.06 0.14 0.00 0.01
## researchfield.art 0.57 1.31 0.04 0.07
## researchfield.economics 0.05 0.60 0.13 2.92
## researchfield.education 1.70 2.86 0.18 0.36
## researchfield.ethnology 0.49 1.31 0.04 0.07
## researchfield.geography 0.31 0.28 0.02 0.04
## researchfield.health 0.04 5.60 0.09 0.18
## researchfield.history 1.97 2.08 0.06 0.11
## researchfield.law 0.19 0.43 0.01 0.02
## researchfield.linguistics 3.26 1.61 0.04 0.09
## researchfield.literature 0.15 1.77 0.05 0.10
## researchfield.media_comm 0.69 0.00 0.03 0.06
## researchfield.philosophy 7.25 0.28 0.01 0.02
## researchfield.politics 0.02 0.50 0.17 0.34
## researchfield.psychology 0.03 2.19 0.18 0.36
## researchfield.sociology 0.01 5.49 2.14 0.30
## researchfield.theology 0.96 0.03 0.03 0.06
## researchfield.other 0.11 0.07 0.12 0.24
## source.FORS source.DATABASELIT source.SSRQ
## researchfield.archaeology 1.40 0.14 0.02
## researchfield.architecture 0.28 0.03 0.00
## researchfield.art 2.56 2.52 0.04
## researchfield.economics 0.06 0.94 0.13
## researchfield.education 0.35 1.27 0.18
## researchfield.ethnology 2.56 0.26 0.04
## researchfield.geography 1.40 0.14 0.02
## researchfield.health 0.67 0.37 0.09
## researchfield.history 0.46 1.12 0.06
## researchfield.law 0.83 0.08 0.01
## researchfield.linguistics 1.05 0.32 0.04
## researchfield.literature 3.45 1.53 0.05
## researchfield.media_comm 0.06 0.23 0.03
## researchfield.philosophy 0.55 0.06 0.01
## researchfield.politics 4.23 1.23 0.17
## researchfield.psychology 1.03 0.00 0.18
## researchfield.sociology 1.78 0.40 0.47
## researchfield.theology 0.22 0.20 0.03
## researchfield.other 0.98 0.09 8.32
## source.KTZH source.SOEP source.ARCHIVE source.ESS
## researchfield.archaeology 51.20 0.06 0.06 0.33
## researchfield.architecture 0.00 0.01 0.01 0.07
## researchfield.art 0.04 0.11 0.11 0.61
## researchfield.economics 0.13 1.41 0.40 0.47
## researchfield.education 0.18 0.80 0.54 1.02
## researchfield.ethnology 0.04 0.11 8.10 0.61
## researchfield.geography 0.02 0.06 0.06 0.33
## researchfield.health 0.09 0.27 0.27 1.50
## researchfield.history 0.06 0.17 4.65 0.03
## researchfield.law 0.01 0.04 27.56 0.20
## researchfield.linguistics 0.04 0.13 0.13 0.75
## researchfield.literature 0.05 0.15 5.69 0.82
## researchfield.media_comm 0.03 0.10 0.10 0.58
## researchfield.philosophy 0.01 0.02 0.02 0.13
## researchfield.politics 0.17 0.52 0.52 11.60
## researchfield.psychology 0.18 0.54 0.54 0.08
## researchfield.sociology 0.47 0.00 1.42 4.64
## researchfield.theology 0.03 0.08 0.08 0.47
## researchfield.other 0.12 1.61 0.37 0.36
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## researchfield.archaeology 0.02 0.25 0.25
## researchfield.architecture 0.00 0.05 0.05
## researchfield.art 0.04 0.45 0.45
## researchfield.economics 0.13 1.64 1.64
## researchfield.education 0.18 0.44 3.32
## researchfield.ethnology 0.04 0.45 0.89
## researchfield.geography 0.02 0.25 0.25
## researchfield.health 0.09 0.00 1.25
## researchfield.history 0.06 0.72 3.14
## researchfield.law 0.01 0.15 0.15
## researchfield.linguistics 0.04 0.56 0.52
## researchfield.literature 0.05 0.61 0.61
## researchfield.media_comm 0.03 0.40 1.17
## researchfield.philosophy 0.01 0.10 0.10
## researchfield.politics 0.17 3.53 2.15
## researchfield.psychology 0.18 2.22 0.44
## researchfield.sociology 2.14 4.04 0.28
## researchfield.theology 0.03 0.35 0.35
## researchfield.other 0.12 1.52 0.08
## source.NTVMR source.QUEST source.EU source.GAL
## researchfield.archaeology 0.02 0.02 0.02 0.04
## researchfield.architecture 0.00 0.00 0.00 129.50
## researchfield.art 0.04 0.04 0.04 13.06
## researchfield.economics 0.13 0.13 0.13 0.26
## researchfield.education 0.18 0.18 0.18 0.36
## researchfield.ethnology 0.04 0.04 0.04 0.07
## researchfield.geography 0.02 0.02 0.02 24.70
## researchfield.health 0.09 0.09 0.09 0.18
## researchfield.history 0.06 0.06 0.06 7.87
## researchfield.law 0.01 0.01 0.01 0.02
## researchfield.linguistics 0.04 0.04 0.04 0.09
## researchfield.literature 0.05 0.05 0.05 0.10
## researchfield.media_comm 0.03 31.62 0.03 0.06
## researchfield.philosophy 0.01 0.01 0.01 0.02
## researchfield.politics 0.17 0.17 0.17 0.34
## researchfield.psychology 0.18 5.69 0.18 0.36
## researchfield.sociology 0.47 0.47 2.14 0.95
## researchfield.theology 36.28 0.03 0.03 0.06
## researchfield.other 8.32 0.12 0.12 0.24
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## researchfield.archaeology 0.12 0.02 15.88
## researchfield.architecture 0.02 0.00 0.01
## researchfield.art 16.40 0.04 0.11
## researchfield.economics 0.80 0.13 0.40
## researchfield.education 0.01 0.18 0.80
## researchfield.ethnology 0.22 0.04 0.11
## researchfield.geography 0.12 0.02 0.06
## researchfield.health 0.54 0.09 0.27
## researchfield.history 1.53 0.06 0.17
## researchfield.law 0.07 0.01 0.04
## researchfield.linguistics 0.27 22.72 0.13
## researchfield.literature 0.30 20.75 0.15
## researchfield.media_comm 0.19 0.03 0.10
## researchfield.philosophy 0.05 0.01 0.02
## researchfield.politics 0.02 0.17 0.52
## researchfield.psychology 0.01 0.18 0.54
## researchfield.sociology 0.66 0.47 0.00
## researchfield.theology 0.17 0.03 0.08
## researchfield.other 3.25 0.12 0.37
## source.FRANTEXT source.BES source.AGD source.GITHUB
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 7.70 0.13 7.70
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 51.20
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 22.72 0.04 22.72 0.04
## researchfield.literature 0.05 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 5.86
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.USCENSUS source.NES source.MYPERSONALITY
## researchfield.archaeology 0.04 0.08 0.02
## researchfield.architecture 0.01 0.02 0.00
## researchfield.art 0.07 0.15 0.04
## researchfield.economics 2.92 0.53 0.13
## researchfield.education 0.36 0.72 0.18
## researchfield.ethnology 0.07 0.15 0.04
## researchfield.geography 0.04 0.08 0.02
## researchfield.health 0.18 0.36 0.09
## researchfield.history 0.11 0.23 0.06
## researchfield.law 0.02 0.05 0.01
## researchfield.linguistics 0.09 0.18 0.04
## researchfield.literature 0.10 0.20 0.05
## researchfield.media_comm 14.88 0.13 31.62
## researchfield.philosophy 0.02 0.03 0.01
## researchfield.politics 0.34 23.73 0.17
## researchfield.psychology 0.36 0.72 0.18
## researchfield.sociology 0.95 1.91 0.47
## researchfield.theology 0.06 0.11 0.03
## researchfield.other 0.24 0.49 0.12
## source.NCD source.GSS source.UKDS source.KB
## researchfield.archaeology 0.02 0.04 0.02 0.02
## researchfield.architecture 0.00 0.01 0.00 0.00
## researchfield.art 0.04 0.07 0.04 0.04
## researchfield.economics 7.70 0.26 0.13 0.13
## researchfield.education 0.18 0.36 0.18 5.69
## researchfield.ethnology 0.04 0.07 0.04 0.04
## researchfield.geography 0.02 0.04 0.02 0.02
## researchfield.health 11.42 0.18 0.09 0.09
## researchfield.history 0.06 0.11 0.06 0.06
## researchfield.law 0.01 0.02 0.01 0.01
## researchfield.linguistics 0.04 0.09 0.04 22.72
## researchfield.literature 0.05 0.10 0.05 0.05
## researchfield.media_comm 0.03 14.88 0.03 0.03
## researchfield.philosophy 0.01 0.02 0.01 0.01
## researchfield.politics 0.17 0.34 0.17 0.17
## researchfield.psychology 0.18 0.36 0.18 0.18
## researchfield.sociology 0.47 0.30 0.47 0.47
## researchfield.theology 0.03 0.06 0.03 0.03
## researchfield.other 0.12 0.24 8.32 0.12
## source.STUDIE source.UNI source.SHARE source.WHO
## researchfield.archaeology 0.02 11.47 0.06 0.02
## researchfield.architecture 0.00 0.02 0.01 0.00
## researchfield.art 0.04 0.15 0.11 0.04
## researchfield.economics 0.13 0.53 0.40 7.70
## researchfield.education 0.18 0.32 0.54 0.18
## researchfield.ethnology 0.04 0.15 0.11 0.04
## researchfield.geography 0.02 0.08 0.06 0.02
## researchfield.health 0.09 0.36 14.03 0.09
## researchfield.history 0.06 0.23 0.17 0.06
## researchfield.law 0.01 0.05 0.04 0.01
## researchfield.linguistics 0.04 0.18 0.13 0.04
## researchfield.literature 0.05 0.20 0.15 0.05
## researchfield.media_comm 0.03 0.13 0.10 0.03
## researchfield.philosophy 0.01 0.03 0.02 0.01
## researchfield.politics 5.86 0.35 0.52 0.17
## researchfield.psychology 0.18 0.32 0.54 0.18
## researchfield.sociology 0.47 1.91 6.47 0.47
## researchfield.theology 0.03 0.11 0.08 0.03
## researchfield.other 8.32 6.51 1.61 0.12
## source.ANES source.HEVE source.VIDEO source.QOG
## researchfield.archaeology 0.04 0.02 0.04 0.02
## researchfield.architecture 0.01 0.00 0.01 0.00
## researchfield.art 0.07 0.04 0.07 0.04
## researchfield.economics 0.26 0.13 0.26 7.70
## researchfield.education 0.36 0.18 11.42 0.18
## researchfield.ethnology 0.07 0.04 13.06 0.04
## researchfield.geography 0.04 0.02 0.04 0.02
## researchfield.health 0.18 0.09 0.18 0.09
## researchfield.history 0.11 0.06 0.11 0.06
## researchfield.law 0.02 0.01 0.02 0.01
## researchfield.linguistics 0.09 0.04 10.42 0.04
## researchfield.literature 0.10 0.05 0.10 0.05
## researchfield.media_comm 0.06 0.03 14.88 0.03
## researchfield.philosophy 0.02 0.01 0.02 0.01
## researchfield.politics 2.02 0.17 2.02 5.86
## researchfield.psychology 1.94 0.18 1.94 0.18
## researchfield.sociology 0.95 2.14 0.30 0.47
## researchfield.theology 0.06 0.03 0.06 0.03
## researchfield.other 3.23 0.12 0.24 0.12
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## researchfield.archaeology 0.10 0.02 0.02 0.02
## researchfield.architecture 0.02 0.00 0.00 0.00
## researchfield.art 0.18 0.04 0.04 0.04
## researchfield.economics 0.36 0.13 0.13 0.13
## researchfield.education 2.50 0.18 5.69 0.18
## researchfield.ethnology 0.18 0.04 0.04 0.04
## researchfield.geography 0.10 0.02 0.02 0.02
## researchfield.health 0.45 0.09 0.09 11.42
## researchfield.history 11.99 0.06 0.06 0.06
## researchfield.law 0.06 0.01 0.01 0.01
## researchfield.linguistics 0.23 0.04 0.04 0.04
## researchfield.literature 0.25 0.05 0.05 0.05
## researchfield.media_comm 0.16 0.03 0.03 0.03
## researchfield.philosophy 0.04 0.01 0.01 0.01
## researchfield.politics 0.12 0.17 0.17 0.17
## researchfield.psychology 0.90 0.18 0.18 0.18
## researchfield.sociology 0.33 2.14 0.47 2.14
## researchfield.theology 0.14 0.03 0.03 0.03
## researchfield.other 0.45 0.12 0.12 0.12
## source.WAHLDATEN source.OSF source.TRANSC
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 5.69 5.69 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 5.86 0.17 0.17
## researchfield.psychology 0.18 0.18 5.69
## researchfield.sociology 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.GOOGLE source.ARE source.NCCR
## researchfield.archaeology 0.08 0.02 0.02
## researchfield.architecture 0.02 0.00 0.00
## researchfield.art 5.64 0.04 0.04
## researchfield.economics 0.53 0.13 0.13
## researchfield.education 0.72 0.18 0.18
## researchfield.ethnology 0.15 0.04 0.04
## researchfield.geography 0.08 0.02 0.02
## researchfield.health 0.36 0.09 0.09
## researchfield.history 0.23 0.06 0.06
## researchfield.law 0.05 0.01 0.01
## researchfield.linguistics 0.18 0.04 0.04
## researchfield.literature 0.20 0.05 0.05
## researchfield.media_comm 0.13 0.03 31.62
## researchfield.philosophy 0.03 0.01 0.01
## researchfield.politics 0.35 0.17 0.17
## researchfield.psychology 0.72 0.18 0.18
## researchfield.sociology 0.61 0.47 0.47
## researchfield.theology 0.11 0.03 0.03
## researchfield.other 0.49 8.32 0.12
## source.BILDUNGSTATKTZH source.DTA source.DATABASEPIC
## researchfield.archaeology 0.04 51.20 0.02
## researchfield.architecture 0.01 0.00 0.00
## researchfield.art 0.07 0.04 0.04
## researchfield.economics 0.26 0.13 0.13
## researchfield.education 11.42 0.18 0.18
## researchfield.ethnology 0.07 0.04 0.04
## researchfield.geography 0.04 0.02 0.02
## researchfield.health 0.18 0.09 0.09
## researchfield.history 0.11 0.06 0.06
## researchfield.law 0.02 0.01 0.01
## researchfield.linguistics 0.09 0.04 0.04
## researchfield.literature 0.10 20.75 20.75
## researchfield.media_comm 0.06 0.03 0.03
## researchfield.philosophy 0.02 0.01 0.01
## researchfield.politics 0.34 0.17 0.17
## researchfield.psychology 0.36 0.18 0.18
## researchfield.sociology 0.95 2.14 0.47
## researchfield.theology 0.06 0.03 0.03
## researchfield.other 0.24 0.12 0.12
## source.HI source.SV source.SSSAJ source.AEA
## researchfield.archaeology 0.02 0.04 0.02 0.04
## researchfield.architecture 0.00 0.01 0.00 0.01
## researchfield.art 0.04 0.07 0.04 0.07
## researchfield.economics 0.13 0.26 0.13 15.45
## researchfield.education 0.18 0.36 0.18 0.36
## researchfield.ethnology 0.04 0.07 0.04 0.07
## researchfield.geography 0.02 0.04 0.02 0.04
## researchfield.health 11.42 0.18 0.09 0.18
## researchfield.history 0.06 7.87 0.06 0.11
## researchfield.law 0.01 0.02 0.01 0.02
## researchfield.linguistics 0.04 0.09 0.04 0.09
## researchfield.literature 0.05 0.10 0.05 0.10
## researchfield.media_comm 0.03 0.06 0.03 0.06
## researchfield.philosophy 0.01 0.02 0.01 0.02
## researchfield.politics 0.17 11.77 0.17 0.34
## researchfield.psychology 0.18 0.36 0.18 0.36
## researchfield.sociology 0.47 0.30 0.47 0.95
## researchfield.theology 0.03 0.06 0.03 0.06
## researchfield.other 0.12 0.24 8.32 0.24
## source.ADDHEALTH source.USBLS source.BJS source.WEMF
## researchfield.archaeology 24.70 0.04 0.02 0.02
## researchfield.architecture 0.01 0.01 0.00 0.00
## researchfield.art 0.07 0.07 0.04 0.04
## researchfield.economics 2.92 15.45 0.13 0.13
## researchfield.education 0.36 0.36 0.18 0.18
## researchfield.ethnology 0.07 0.07 0.04 0.04
## researchfield.geography 0.04 0.04 0.02 0.02
## researchfield.health 0.18 0.18 0.09 0.09
## researchfield.history 0.11 0.11 0.06 0.06
## researchfield.law 0.02 0.02 0.01 0.01
## researchfield.linguistics 0.09 0.09 0.04 0.04
## researchfield.literature 9.43 0.10 0.05 0.05
## researchfield.media_comm 0.06 0.06 0.03 31.62
## researchfield.philosophy 0.02 0.02 0.01 0.01
## researchfield.politics 0.34 0.34 0.17 0.17
## researchfield.psychology 1.94 1.94 0.18 0.18
## researchfield.sociology 0.30 0.95 2.14 0.47
## researchfield.theology 0.06 0.06 0.03 0.03
## researchfield.other 0.24 0.24 0.12 0.12
## source.DATAGOVE source.DODIS source.FPPAEDAGOGIK
## researchfield.archaeology 0.12 0.02 0.02
## researchfield.architecture 0.02 0.00 0.00
## researchfield.art 3.20 0.04 0.04
## researchfield.economics 0.16 0.13 0.13
## researchfield.education 1.08 0.18 5.69
## researchfield.ethnology 0.22 0.04 0.04
## researchfield.geography 0.12 0.02 0.02
## researchfield.health 0.54 0.09 11.42
## researchfield.history 0.35 17.64 0.06
## researchfield.law 0.07 0.01 0.01
## researchfield.linguistics 0.27 0.04 0.04
## researchfield.literature 0.30 0.05 0.05
## researchfield.media_comm 0.19 0.03 0.03
## researchfield.philosophy 0.05 0.01 0.01
## researchfield.politics 1.05 0.17 0.17
## researchfield.psychology 1.08 0.18 0.18
## researchfield.sociology 3.41 0.47 0.47
## researchfield.theology 0.17 0.03 0.03
## researchfield.other 0.74 0.12 0.12
## source.MODE source.SILC source.DATABASEMUSEUM
## researchfield.archaeology 0.02 0.02 15.88
## researchfield.architecture 0.00 0.00 0.01
## researchfield.art 28.00 0.04 36.28
## researchfield.economics 0.13 0.13 0.40
## researchfield.education 0.18 0.18 0.54
## researchfield.ethnology 0.04 0.04 0.11
## researchfield.geography 0.02 0.02 0.06
## researchfield.health 0.09 0.09 0.27
## researchfield.history 0.06 0.06 22.37
## researchfield.law 0.01 0.01 0.04
## researchfield.linguistics 0.04 0.04 0.13
## researchfield.literature 0.05 0.05 0.15
## researchfield.media_comm 0.03 0.03 0.10
## researchfield.philosophy 0.01 0.01 0.02
## researchfield.politics 0.17 0.17 0.52
## researchfield.psychology 0.18 0.18 0.54
## researchfield.sociology 0.47 2.14 1.42
## researchfield.theology 0.03 0.03 10.88
## researchfield.other 0.12 0.12 9.87
## source.IMSLP source.INETARCHIVE source.EFD
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 28.00 28.00 0.04
## researchfield.economics 0.13 0.13 7.70
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.WEBSITE source.EFS source.LAVATER source.BAG
## researchfield.archaeology 51.20 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 22.72 0.04
## researchfield.literature 0.05 0.05 20.75 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 129.50 0.01
## researchfield.politics 0.17 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 0.47 2.14
## researchfield.theology 0.03 0.03 36.28 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.FLICKR source.NOTES source.INTERVIEW
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 260.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 28.00 28.00
## researchfield.geography 51.20 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 17.64 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 2.14
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.HANDRIT source.DZHW source.SGG source.HETSL
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 5.69
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09 11.42
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 22.72 0.04 0.04 0.04
## researchfield.literature 20.75 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 5.86
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 2.14 2.14
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.HSZK source.SPIN source.GBD source.MARPOR
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 7.70 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 11.42 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 22.72 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 5.86
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 0.47 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.STUTEXT source.STAPF source.STUDPLANTI
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 5.69 0.18 5.69
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 17.64 17.64
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.THESES source.WBDATA source.SSRN source.PRIO
## researchfield.archaeology 0.04 0.02 0.02 0.02
## researchfield.architecture 0.01 0.00 0.00 0.00
## researchfield.art 0.07 0.04 0.04 0.04
## researchfield.economics 0.26 0.13 0.13 7.70
## researchfield.education 1.94 0.18 0.18 0.18
## researchfield.ethnology 0.07 0.04 0.04 0.04
## researchfield.geography 0.04 0.02 0.02 0.02
## researchfield.health 0.18 0.09 0.09 0.09
## researchfield.history 0.11 0.06 0.06 0.06
## researchfield.law 0.02 0.01 86.00 0.01
## researchfield.linguistics 0.09 0.04 0.04 0.04
## researchfield.literature 0.10 0.05 0.05 0.05
## researchfield.media_comm 0.06 0.03 0.03 0.03
## researchfield.philosophy 0.02 0.01 0.01 0.01
## researchfield.politics 2.02 5.86 0.17 5.86
## researchfield.psychology 0.36 0.18 0.18 0.18
## researchfield.sociology 0.95 0.47 0.47 0.47
## researchfield.theology 0.06 0.03 0.03 0.03
## researchfield.other 3.23 0.12 0.12 0.12
## source.GDELT source.EINKIK source.DATAJOURNAL
## researchfield.archaeology 0.02 0.02 51.20
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 20.75
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 2.14
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 8.32 0.12 0.12
## source.VDEM source.SSLS source.IMPUS
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 7.70
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 5.86 5.86 0.17
## researchfield.psychology 0.18 5.69 0.18
## researchfield.sociology 0.47 2.14 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.EPERIODICA source.EHA source.MEDIAPULSE
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 0.18 5.69 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 17.64 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 31.62
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 2.14 2.14 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.CESAR source.RECORD source.CMVW source.SECO
## researchfield.archaeology 0.02 0.04 0.02 0.02
## researchfield.architecture 0.00 0.01 0.00 0.00
## researchfield.art 28.00 13.06 28.00 0.04
## researchfield.economics 0.13 0.26 0.13 7.70
## researchfield.education 0.18 0.36 0.18 0.18
## researchfield.ethnology 0.04 0.07 0.04 0.04
## researchfield.geography 0.02 0.04 0.02 0.02
## researchfield.health 0.09 0.18 0.09 0.09
## researchfield.history 0.06 0.11 0.06 0.06
## researchfield.law 0.01 0.02 0.01 0.01
## researchfield.linguistics 0.04 10.42 0.04 0.04
## researchfield.literature 20.75 0.10 0.05 0.05
## researchfield.media_comm 0.03 0.06 0.03 0.03
## researchfield.philosophy 0.01 0.02 0.01 0.01
## researchfield.politics 0.17 0.34 0.17 0.17
## researchfield.psychology 0.18 0.36 0.18 0.18
## researchfield.sociology 0.47 0.95 0.47 0.47
## researchfield.theology 0.03 0.06 0.03 0.03
## researchfield.other 0.12 0.24 0.12 0.12
## source.TWITTER source.GIS source.KAGGLE source.GETTY
## researchfield.archaeology 0.02 0.02 0.04 0.02
## researchfield.architecture 0.00 0.00 129.50 0.00
## researchfield.art 0.04 0.04 0.07 28.00
## researchfield.economics 0.13 0.13 0.26 0.13
## researchfield.education 0.18 0.18 0.36 0.18
## researchfield.ethnology 0.04 0.04 0.07 0.04
## researchfield.geography 0.02 0.02 24.70 0.02
## researchfield.health 0.09 0.09 0.18 0.09
## researchfield.history 0.06 0.06 7.87 17.64
## researchfield.law 0.01 0.01 0.02 0.01
## researchfield.linguistics 0.04 0.04 0.09 0.04
## researchfield.literature 0.05 0.05 0.10 0.05
## researchfield.media_comm 0.03 0.03 0.06 0.03
## researchfield.philosophy 0.01 0.01 0.02 0.01
## researchfield.politics 0.17 0.17 0.34 0.17
## researchfield.psychology 0.18 0.18 0.36 0.18
## researchfield.sociology 2.14 2.14 0.95 0.47
## researchfield.theology 0.03 0.03 0.06 0.03
## researchfield.other 0.12 0.12 3.23 8.32
## source.ACAD source.DGD source.TARKI source.FHS
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 28.00 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 22.72 0.04 0.04
## researchfield.literature 0.05 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 2.14 2.14
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.DOC source.QJE source.HLS source.WVS
## researchfield.archaeology 0.02 0.02 0.02 0.04
## researchfield.architecture 0.00 0.00 0.00 0.01
## researchfield.art 0.04 0.04 0.04 0.07
## researchfield.economics 0.13 7.70 0.13 0.26
## researchfield.education 5.69 0.18 0.18 0.36
## researchfield.ethnology 0.04 0.04 0.04 0.07
## researchfield.geography 0.02 0.02 0.02 0.04
## researchfield.health 0.09 0.09 0.09 0.18
## researchfield.history 0.06 0.06 17.64 0.11
## researchfield.law 0.01 0.01 0.01 0.02
## researchfield.linguistics 0.04 0.04 0.04 0.09
## researchfield.literature 0.05 0.05 0.05 0.10
## researchfield.media_comm 0.03 0.03 0.03 0.06
## researchfield.philosophy 0.01 0.01 0.01 0.02
## researchfield.politics 0.17 0.17 5.86 11.77
## researchfield.psychology 0.18 0.18 0.18 0.36
## researchfield.sociology 0.47 0.47 2.14 0.95
## researchfield.theology 0.03 0.03 0.03 0.06
## researchfield.other 0.12 0.12 0.12 0.24
## source.INTORG source.AVAM source.GEMEINDEFORSCHUNG
## researchfield.archaeology 0.02 0.02 0.04
## researchfield.architecture 0.00 0.00 0.01
## researchfield.art 0.04 0.04 0.07
## researchfield.economics 0.13 0.13 0.26
## researchfield.education 0.18 0.18 0.36
## researchfield.ethnology 0.04 0.04 0.07
## researchfield.geography 0.02 0.02 0.04
## researchfield.health 0.09 0.09 0.18
## researchfield.history 0.06 0.06 0.11
## researchfield.law 86.00 0.01 0.02
## researchfield.linguistics 0.04 0.04 0.09
## researchfield.literature 0.05 0.05 0.10
## researchfield.media_comm 0.03 0.03 0.06
## researchfield.philosophy 0.01 0.01 0.02
## researchfield.politics 0.17 0.17 11.77
## researchfield.psychology 0.18 0.18 0.36
## researchfield.sociology 0.47 2.14 0.95
## researchfield.theology 0.03 0.03 0.06
## researchfield.other 0.12 0.12 0.24
## source.UNKNOWN source.DAB source.NETMETRIX
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 0.18 5.69 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 31.62
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 5.86 0.17 0.17
## researchfield.psychology 5.69 0.18 0.18
## researchfield.sociology 2.14 2.14 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.THDS source.ANFP source.NSD source.LIBCON
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 260.00
## researchfield.art 28.00 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 51.20
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 17.64
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04 0.04
## researchfield.literature 20.75 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 5.86 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 0.47 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.RISM source.CSURF source.SAGA source.HSSO
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 28.00 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 11.42 0.09 0.09
## researchfield.history 0.06 0.06 0.06 17.64
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 22.72 0.04
## researchfield.literature 0.05 0.05 20.75 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.SUCHTMONITORING source.LFE source.DATABASE
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 7.70
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 11.42 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 5.86 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 2.14 0.47 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 8.32
## source.MEGUID source.CHES source.PYS source.REG
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05 20.75
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 5.86 5.86 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 2.14 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.SMASH02 source.HBSC source.DVD source.SNC
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 11.42 11.42 0.09 11.42
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 2.14 2.14
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.JOBADS source.TAX source.VS
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 7.70 0.13
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 2.14 0.47 2.14
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## researchfield.archaeology 1.0000 0.0019 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 0.0001 1.0000 0.8527 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 0.0944 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.FORS source.DATABASELIT source.SSRQ
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.KTZH source.SOEP source.ARCHIVE source.ESS
## researchfield.archaeology 0.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 0.0004 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.NTVMR source.QUEST source.EU source.GAL
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 0.0000
## researchfield.art 1.0000 1.0000 1.0000 0.8527
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 0.0019
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 0.0001 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 0.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## researchfield.archaeology 1.0000 1.0000 0.1915
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 0.1452 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 0.0053 1.0000
## researchfield.literature 1.0000 0.0148 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.FRANTEXT source.BES source.AGD source.GITHUB
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 0.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 0.0053 1.0000 0.0053 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.USCENSUS source.NES source.MYPERSONALITY
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 0.3243 1.0000 0.0001
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 0.0031 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.NCD source.GSS source.UKDS source.KB
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 0.0053
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 0.3243 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.STUDIE source.UNI source.SHARE source.WHO
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 0.5087 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.ANES source.HEVE source.VIDEO source.QOG
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 0.8527 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 0.3243 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.WAHLDATEN source.OSF source.TRANSC
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
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## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 0.0001
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.THDS source.ANFP source.NSD source.LIBCON
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 0.0000
## researchfield.art 0.0003 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 0.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 0.0756
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 0.0148 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.RISM source.CSURF source.SAGA source.HSSO
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 0.0003 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 0.0756
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 0.0053 1.0000
## researchfield.literature 1.0000 1.0000 0.0148 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.SUCHTMONITORING source.LFE source.DATABASE
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.MEGUID source.CHES source.PYS source.REG
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 0.0148
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.SMASH02 source.HBSC source.DVD source.SNC
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.JOBADS source.TAX source.VS
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
##
## [1] "researchfield x criteria"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 238.12
## X^2_S.ij =
## criteria.metadata criteria.materials
## researchfield.archaeology 1.01 4.54
## researchfield.architecture 5.07 1.86
## researchfield.art 0.22 0.67
## researchfield.economics 1.05 0.37
## researchfield.education 0.46 0.93
## researchfield.ethnology 0.20 0.67
## researchfield.geography 2.03 0.50
## researchfield.health 0.10 0.03
## researchfield.history 0.26 1.46
## researchfield.law 0.60 1.34
## researchfield.linguistics 6.96 0.01
## researchfield.literature 10.21 0.25
## researchfield.media_comm 0.10 0.82
## researchfield.philosophy 10.17 0.20
## researchfield.politics 0.66 8.03
## researchfield.psychology 0.46 2.87
## researchfield.sociology 0.21 0.68
## researchfield.theology 0.75 0.20
## researchfield.other 0.54 2.54
## criteria.data_quality criteria.raw_data
## researchfield.archaeology 0.21 2.75
## researchfield.architecture 0.41 1.86
## researchfield.art 0.22 0.01
## researchfield.economics 0.91 2.03
## researchfield.education 1.69 0.24
## researchfield.ethnology 1.48 2.34
## researchfield.geography 2.11 4.54
## researchfield.health 1.15 0.10
## researchfield.history 0.00 1.46
## researchfield.law 0.02 1.63
## researchfield.linguistics 0.02 1.93
## researchfield.literature 0.11 0.55
## researchfield.media_comm 1.12 0.36
## researchfield.philosophy 0.83 1.09
## researchfield.politics 2.26 0.07
## researchfield.psychology 4.25 4.23
## researchfield.sociology 3.88 0.07
## researchfield.theology 2.97 1.36
## researchfield.other 1.53 3.10
## criteria.usability criteria.access criteria.license
## researchfield.archaeology 0.01 0.08 14.89
## researchfield.architecture 0.23 0.52 0.11
## researchfield.art 0.33 4.36 6.03
## researchfield.economics 0.07 0.09 1.54
## researchfield.education 0.65 0.74 0.54
## researchfield.ethnology 1.37 0.00 0.02
## researchfield.geography 0.01 0.08 0.54
## researchfield.health 0.01 0.33 0.00
## researchfield.history 0.09 0.21 0.37
## researchfield.law 0.69 1.58 0.32
## researchfield.linguistics 0.59 0.02 0.97
## researchfield.literature 0.36 0.31 8.14
## researchfield.media_comm 0.23 0.04 0.08
## researchfield.philosophy 1.33 0.22 0.21
## researchfield.politics 1.82 2.18 2.50
## researchfield.psychology 3.53 11.71 2.62
## researchfield.sociology 0.01 0.46 0.21
## researchfield.theology 1.63 4.42 0.77
## researchfield.other 0.18 2.07 0.04
## criteria.trust_source
## researchfield.archaeology 2.52
## researchfield.architecture 0.82
## researchfield.art 4.05
## researchfield.economics 6.43
## researchfield.education 2.52
## researchfield.ethnology 0.51
## researchfield.geography 0.05
## researchfield.health 1.26
## researchfield.history 0.03
## researchfield.law 0.58
## researchfield.linguistics 0.00
## researchfield.literature 0.90
## researchfield.media_comm 3.00
## researchfield.philosophy 0.02
## researchfield.politics 0.15
## researchfield.psychology 2.52
## researchfield.sociology 4.99
## researchfield.theology 0.43
## researchfield.other 0.93
##
## Bonferroni Adjusted Results:
## p.adj = 0.0173
## p.ij.adj =
## criteria.metadata criteria.materials
## researchfield.archaeology 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000
## researchfield.art 1.0000 1.0000
## researchfield.economics 1.0000 1.0000
## researchfield.education 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000
## researchfield.geography 1.0000 1.0000
## researchfield.health 1.0000 1.0000
## researchfield.history 1.0000 1.0000
## researchfield.law 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000
## researchfield.literature 0.2129 1.0000
## researchfield.media_comm 1.0000 1.0000
## researchfield.philosophy 0.2168 1.0000
## researchfield.politics 1.0000 0.6985
## researchfield.psychology 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000
## researchfield.theology 1.0000 1.0000
## researchfield.other 1.0000 1.0000
## criteria.data_quality criteria.raw_data
## researchfield.archaeology 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000
## researchfield.art 1.0000 1.0000
## researchfield.economics 1.0000 1.0000
## researchfield.education 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000
## researchfield.geography 1.0000 1.0000
## researchfield.health 1.0000 1.0000
## researchfield.history 1.0000 1.0000
## researchfield.law 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000
## researchfield.literature 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000
## researchfield.politics 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000
## researchfield.theology 1.0000 1.0000
## researchfield.other 1.0000 1.0000
## criteria.usability criteria.access criteria.license
## researchfield.archaeology 1.0000 1.0000 0.0173
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 0.6570
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 0.0943 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## criteria.trust_source
## researchfield.archaeology 1.0000
## researchfield.architecture 1.0000
## researchfield.art 1.0000
## researchfield.economics 1.0000
## researchfield.education 1.0000
## researchfield.ethnology 1.0000
## researchfield.geography 1.0000
## researchfield.health 1.0000
## researchfield.history 1.0000
## researchfield.law 1.0000
## researchfield.linguistics 1.0000
## researchfield.literature 1.0000
## researchfield.media_comm 1.0000
## researchfield.philosophy 1.0000
## researchfield.politics 1.0000
## researchfield.psychology 1.0000
## researchfield.sociology 1.0000
## researchfield.theology 1.0000
## researchfield.other 1.0000
##
## [1] "researchfield x kind"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 290.77
## X^2_S.ij =
## kind.publications kind.digital_artefacts
## researchfield.archaeology 1.17 23.72
## researchfield.architecture 0.59 4.67
## researchfield.art 10.81 23.11
## researchfield.economics 2.69 7.29
## researchfield.education 0.25 0.75
## researchfield.ethnology 1.39 0.13
## researchfield.geography 0.63 0.02
## researchfield.health 0.13 2.62
## researchfield.history 2.60 29.34
## researchfield.law 0.02 5.00
## researchfield.linguistics 1.53 10.71
## researchfield.literature 7.83 37.22
## researchfield.media_comm 0.00 1.77
## researchfield.philosophy 3.44 1.44
## researchfield.politics 0.55 9.57
## researchfield.psychology 3.78 7.21
## researchfield.sociology 0.01 9.17
## researchfield.theology 1.26 7.69
## researchfield.other 0.47 1.15
## kind.numerical_data kind.surveys kind.other
## researchfield.archaeology 0.04 0.21 0.29
## researchfield.architecture 1.27 0.41 0.06
## researchfield.art 0.45 1.48 0.60
## researchfield.economics 5.02 0.11 1.93
## researchfield.education 0.37 0.02 2.14
## researchfield.ethnology 4.15 0.22 0.60
## researchfield.geography 0.04 0.29 0.29
## researchfield.health 1.54 1.15 0.02
## researchfield.history 0.01 0.00 0.09
## researchfield.law 2.41 0.02 0.17
## researchfield.linguistics 0.29 0.02 10.80
## researchfield.literature 0.03 2.66 0.21
## researchfield.media_comm 3.17 0.07 0.82
## researchfield.philosophy 1.60 0.83 0.11
## researchfield.politics 0.60 5.17 0.55
## researchfield.psychology 4.78 1.69 2.61
## researchfield.sociology 0.01 3.88 0.10
## researchfield.theology 2.62 0.00 0.41
## researchfield.other 0.42 0.01 0.19
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## kind.publications kind.digital_artefacts
## researchfield.archaeology 1.0000 0.0001
## researchfield.architecture 1.0000 1.0000
## researchfield.art 0.0959 0.0001
## researchfield.economics 1.0000 0.6588
## researchfield.education 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000
## researchfield.geography 1.0000 1.0000
## researchfield.health 1.0000 1.0000
## researchfield.history 1.0000 0.0000
## researchfield.law 1.0000 1.0000
## researchfield.linguistics 1.0000 0.1011
## researchfield.literature 0.4877 0.0000
## researchfield.media_comm 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000
## researchfield.politics 1.0000 0.1883
## researchfield.psychology 1.0000 0.6884
## researchfield.sociology 1.0000 0.2342
## researchfield.theology 1.0000 0.5280
## researchfield.other 1.0000 1.0000
## kind.numerical_data kind.surveys kind.other
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 0.0964
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
##
## [1] "kind x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 1269.22
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## kind.publications 47.71 0.15 3.44 30.08
## kind.digital_artefacts 17.79 9.38 9.38 17.23
## kind.numerical_data 0.92 1.60 1.60 0.32
## kind.surveys 0.13 0.83 0.42 0.49
## kind.other 4.88 0.11 7.87 0.65
## source.DATAOWN source.BFS source.QUANT source.OECD
## kind.publications 3.64 2.23 0.59 0.15
## kind.digital_artefacts 2.67 5.32 0.22 0.43
## kind.numerical_data 0.53 16.99 0.80 0.03
## kind.surveys 14.97 19.52 2.43 0.42
## kind.other 0.05 0.37 17.64 0.11
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## kind.publications 0.27 7.35 1.71 0.59
## kind.digital_artefacts 7.46 3.13 4.67 4.67
## kind.numerical_data 45.60 0.49 0.80 0.80
## kind.surveys 3.49 0.00 0.41 0.41
## kind.other 0.00 7.59 0.06 0.06
## source.SOEP source.ARCHIVE source.ESS
## kind.publications 1.78 0.02 0.00
## kind.digital_artefacts 0.65 14.12 3.66
## kind.numerical_data 3.83 2.41 4.16
## kind.surveys 0.02 1.25 1.74
## kind.other 4.65 0.17 0.97
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## kind.publications 1.71 4.42 11.63
## kind.digital_artefacts 0.22 2.70 2.11
## kind.numerical_data 0.80 1.01 4.83
## kind.surveys 2.43 5.15 5.15
## kind.other 0.06 0.21 9.50
## source.NTVMR source.QUEST source.EU source.GAL
## kind.publications 1.71 1.71 0.59 0.15
## kind.digital_artefacts 4.67 0.22 0.22 9.38
## kind.numerical_data 0.80 1.27 1.27 0.03
## kind.surveys 0.41 2.43 0.41 0.83
## kind.other 0.06 0.06 0.06 0.11
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## kind.publications 2.33 0.59 5.18
## kind.digital_artefacts 1.03 4.67 5.00
## kind.numerical_data 0.08 0.80 0.62
## kind.surveys 0.05 0.41 0.02
## kind.other 0.35 0.06 4.65
## source.FRANTEXT source.BES source.AGD source.GITHUB
## kind.publications 0.59 0.59 0.59 0.59
## kind.digital_artefacts 0.22 0.22 4.67 0.22
## kind.numerical_data 1.27 0.80 0.80 1.27
## kind.surveys 0.41 2.43 0.41 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.USCENSUS source.NES source.MYPERSONALITY
## kind.publications 1.18 2.53 0.59
## kind.digital_artefacts 0.43 0.87 0.22
## kind.numerical_data 0.03 0.05 1.27
## kind.surveys 4.88 0.04 0.41
## kind.other 0.11 0.23 0.06
## source.NCD source.GSS source.UKDS source.KB
## kind.publications 1.71 1.18 0.59 0.59
## kind.digital_artefacts 0.22 0.43 0.22 0.22
## kind.numerical_data 0.80 0.03 1.27 1.27
## kind.surveys 0.41 4.88 0.41 2.43
## kind.other 0.06 0.11 17.64 0.06
## source.STUDIE source.UNI source.SHARE source.WHO
## kind.publications 0.59 2.38 0.02 0.59
## kind.digital_artefacts 0.22 0.15 0.65 0.22
## kind.numerical_data 0.80 0.05 0.62 1.27
## kind.surveys 2.43 0.85 0.02 0.41
## kind.other 0.06 3.07 4.65 0.06
## source.ANES source.HEVE source.VIDEO source.QOG
## kind.publications 0.15 0.59 3.44 0.59
## kind.digital_artefacts 0.43 0.22 0.43 0.22
## kind.numerical_data 2.54 0.80 1.60 1.27
## kind.surveys 0.42 2.43 0.83 0.41
## kind.other 0.11 0.06 7.87 0.06
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## kind.publications 0.02 0.59 0.59 0.59
## kind.digital_artefacts 1.74 0.22 4.67 0.22
## kind.numerical_data 0.51 0.80 0.80 1.27
## kind.surveys 2.33 2.43 0.41 0.41
## kind.other 2.14 0.06 0.06 0.06
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## kind.publications 0.59 1.71 0.59 6.94
## kind.digital_artefacts 0.22 0.22 0.22 0.15
## kind.numerical_data 1.27 1.27 0.80 1.56
## kind.surveys 2.43 0.41 2.43 0.04
## kind.other 17.64 0.06 0.06 0.23
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## kind.publications 0.59 0.59 1.18 0.59
## kind.digital_artefacts 0.22 0.22 0.43 4.67
## kind.numerical_data 1.27 1.27 2.54 1.27
## kind.surveys 0.41 0.41 4.88 2.43
## kind.other 0.06 0.06 0.11 0.06
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## kind.publications 0.59 0.59 0.15 1.71
## kind.digital_artefacts 4.67 0.22 0.43 0.22
## kind.numerical_data 0.80 1.27 2.54 1.27
## kind.surveys 0.41 0.41 0.42 0.41
## kind.other 0.06 0.06 0.11 0.06
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## kind.publications 3.44 1.18 0.15 1.71
## kind.digital_artefacts 0.43 1.44 0.43 0.22
## kind.numerical_data 2.54 2.54 2.54 0.80
## kind.surveys 0.42 4.88 0.42 0.41
## kind.other 0.11 0.11 0.11 0.06
## source.WEMF source.DATAGOVE source.DODIS
## kind.publications 0.59 0.03 1.71
## kind.digital_artefacts 0.22 0.00 4.67
## kind.numerical_data 1.27 0.08 0.80
## kind.surveys 0.41 1.28 0.41
## kind.other 0.06 1.53 0.06
## source.FPPAEDAGOGIK source.MODE source.SILC
## kind.publications 1.71 0.59 0.59
## kind.digital_artefacts 0.22 4.67 0.22
## kind.numerical_data 1.27 0.80 1.27
## kind.surveys 0.41 0.41 0.41
## kind.other 0.06 0.06 0.06
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## kind.publications 5.18 1.71 1.71
## kind.digital_artefacts 14.12 4.67 4.67
## kind.numerical_data 0.15 0.80 0.80
## kind.surveys 1.25 2.43 2.43
## kind.other 0.17 0.06 0.06
## source.EFD source.WEBSITE source.EFS source.LAVATER
## kind.publications 0.59 1.71 0.59 1.71
## kind.digital_artefacts 0.22 4.67 0.22 4.67
## kind.numerical_data 1.27 1.27 1.27 0.80
## kind.surveys 0.41 0.41 0.41 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## kind.publications 1.71 0.59 1.71 1.71
## kind.digital_artefacts 0.22 4.67 0.22 0.22
## kind.numerical_data 1.27 1.27 0.80 0.80
## kind.surveys 2.43 0.41 2.43 2.43
## kind.other 0.06 0.06 0.06 0.06
## source.HANDRIT source.DZHW source.SGG source.HETSL
## kind.publications 0.59 0.59 1.71 0.59
## kind.digital_artefacts 4.67 0.22 0.22 0.22
## kind.numerical_data 0.80 1.27 1.27 1.27
## kind.surveys 0.41 2.43 0.41 2.43
## kind.other 0.06 0.06 0.06 0.06
## source.HSZK source.SPIN source.GBD source.MARPOR
## kind.publications 0.59 1.71 1.71 0.59
## kind.digital_artefacts 4.67 0.22 0.22 0.22
## kind.numerical_data 0.80 1.27 0.80 1.27
## kind.surveys 0.41 2.43 0.41 2.43
## kind.other 0.06 0.06 0.06 0.06
## source.STUTEXT source.STAPF source.STUDPLANTI
## kind.publications 1.71 1.71 1.71
## kind.digital_artefacts 4.67 4.67 4.67
## kind.numerical_data 1.27 0.80 1.27
## kind.surveys 0.41 0.41 2.43
## kind.other 17.64 0.06 0.06
## source.THESES source.WBDATA source.SSRN source.PRIO
## kind.publications 1.18 0.59 1.71 0.59
## kind.digital_artefacts 0.43 0.22 4.67 0.22
## kind.numerical_data 0.03 1.27 0.80 1.27
## kind.surveys 4.88 2.43 2.43 0.41
## kind.other 0.11 0.06 0.06 0.06
## source.GDELT source.EINKIK source.DATAJOURNAL
## kind.publications 1.71 0.59 0.59
## kind.digital_artefacts 4.67 0.22 4.67
## kind.numerical_data 0.80 1.27 1.27
## kind.surveys 0.41 0.41 2.43
## kind.other 0.06 0.06 0.06
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## kind.publications 1.71 0.59 0.59 0.59
## kind.digital_artefacts 0.22 0.22 0.22 4.67
## kind.numerical_data 1.27 0.80 1.27 1.27
## kind.surveys 0.41 2.43 2.43 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## kind.publications 0.59 0.59 1.71 3.44
## kind.digital_artefacts 0.22 0.22 0.22 9.38
## kind.numerical_data 1.27 1.27 1.27 1.60
## kind.surveys 0.41 0.41 0.41 0.42
## kind.other 0.06 0.06 0.06 7.87
## source.CMVW source.SECO source.TWITTER source.GIS
## kind.publications 0.59 0.59 1.71 0.59
## kind.digital_artefacts 4.67 0.22 4.67 0.22
## kind.numerical_data 0.80 1.27 0.80 1.27
## kind.surveys 0.41 0.41 0.41 2.43
## kind.other 0.06 0.06 17.64 0.06
## source.KAGGLE source.GETTY source.ACAD source.DGD
## kind.publications 1.18 1.71 1.71 0.59
## kind.digital_artefacts 1.44 4.67 4.67 4.67
## kind.numerical_data 2.54 1.27 0.80 0.80
## kind.surveys 0.83 0.41 0.41 0.41
## kind.other 7.87 0.06 0.06 0.06
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## kind.publications 1.71 1.71 0.59 1.71 1.71
## kind.digital_artefacts 0.22 0.22 0.22 0.22 0.22
## kind.numerical_data 1.27 1.27 1.27 1.27 1.27
## kind.surveys 2.43 2.43 2.43 2.43 2.43
## kind.other 0.06 0.06 17.64 0.06 0.06
## source.WVS source.INTORG source.AVAM
## kind.publications 0.15 1.71 0.59
## kind.digital_artefacts 0.43 4.67 4.67
## kind.numerical_data 2.54 0.80 1.27
## kind.surveys 0.42 2.43 2.43
## kind.other 0.11 0.06 0.06
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## kind.publications 1.18 0.59 0.59
## kind.digital_artefacts 0.43 0.22 0.22
## kind.numerical_data 0.03 0.80 1.27
## kind.surveys 0.42 2.43 0.41
## kind.other 0.11 0.06 0.06
## source.NETMETRIX source.THDS source.ANFP source.NSD
## kind.publications 0.59 1.71 1.71 0.59
## kind.digital_artefacts 0.22 0.22 0.22 0.22
## kind.numerical_data 1.27 1.27 1.27 1.27
## kind.surveys 0.41 0.41 2.43 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.LIBCON source.RISM source.CSURF source.SAGA
## kind.publications 0.59 1.71 0.59 0.59
## kind.digital_artefacts 4.67 4.67 0.22 4.67
## kind.numerical_data 1.27 0.80 1.27 0.80
## kind.surveys 0.41 0.41 0.41 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.HSSO source.SUCHTMONITORING source.LFE
## kind.publications 1.71 1.71 0.59
## kind.digital_artefacts 4.67 0.22 0.22
## kind.numerical_data 0.80 1.27 0.80
## kind.surveys 0.41 0.41 2.43
## kind.other 0.06 0.06 0.06
## source.DATABASE source.MEGUID source.CHES source.PYS
## kind.publications 1.71 1.71 1.71 1.71
## kind.digital_artefacts 0.22 0.22 0.22 0.22
## kind.numerical_data 1.27 1.27 1.27 0.80
## kind.surveys 0.41 0.41 0.41 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.REG source.SMASH02 source.HBSC source.DVD
## kind.publications 1.71 0.59 1.71 0.59
## kind.digital_artefacts 4.67 0.22 0.22 0.22
## kind.numerical_data 1.27 1.27 1.27 0.80
## kind.surveys 0.41 0.41 0.41 2.43
## kind.other 0.06 0.06 0.06 0.06
## source.SNC source.JOBADS source.TAX source.VS
## kind.publications 1.71 0.59 0.59 1.71
## kind.digital_artefacts 0.22 4.67 0.22 0.22
## kind.numerical_data 0.80 1.27 1.27 0.80
## kind.surveys 2.43 2.43 2.43 0.41
## kind.other 17.64 0.06 0.06 0.06
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## kind.publications 0.0000 1.0000 1.0000 0.0000
## kind.digital_artefacts 0.0183 1.0000 1.0000 0.0247
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 0.0279 1.0000 1.0000
## kind.surveys 0.0815 0.0074 1.0000 1.0000
## kind.other 1.0000 1.0000 0.0199 1.0000
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 0.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.SOEP source.ARCHIVE source.ESS
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 0.1278 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## kind.publications 1.0000 1.0000 0.4822
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.NTVMR source.QUEST source.EU source.GAL
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.FRANTEXT source.BES source.AGD source.GITHUB
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.USCENSUS source.NES source.MYPERSONALITY
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.NCD source.GSS source.UKDS source.KB
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 0.0199 1.0000
## source.STUDIE source.UNI source.SHARE source.WHO
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.ANES source.HEVE source.VIDEO source.QOG
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 0.0199 1.0000 1.0000 1.0000
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.WEMF source.DATAGOVE source.DODIS
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.FPPAEDAGOGIK source.MODE source.SILC
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 0.1278 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.EFD source.WEBSITE source.EFS source.LAVATER
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.HANDRIT source.DZHW source.SGG source.HETSL
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.HSZK source.SPIN source.GBD source.MARPOR
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.STUTEXT source.STAPF source.STUDPLANTI
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 0.0199 1.0000 1.0000
## source.THESES source.WBDATA source.SSRN source.PRIO
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.GDELT source.EINKIK source.DATAJOURNAL
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.CMVW source.SECO source.TWITTER source.GIS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 0.0199 1.0000
## source.KAGGLE source.GETTY source.ACAD source.DGD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## kind.publications 1.0000 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 0.0199 1.0000 1.0000
## source.WVS source.INTORG source.AVAM
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.NETMETRIX source.THDS source.ANFP source.NSD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.LIBCON source.RISM source.CSURF source.SAGA
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.HSSO source.SUCHTMONITORING source.LFE
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.DATABASE source.MEGUID source.CHES source.PYS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.REG source.SMASH02 source.HBSC source.DVD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.SNC source.JOBADS source.TAX source.VS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 0.0199 1.0000 1.0000 1.0000
##
## [1] "kind x experience"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 34.74
## X^2_S.ij =
## experience.6_15_years experience.0_5_years
## kind.publications 0.01 4.73
## kind.digital_artefacts 2.28 1.89
## kind.numerical_data 0.21 0.27
## kind.surveys 2.78 0.16
## kind.other 0.57 0.12
## experience.16_30_years experience.31__years
## kind.publications 0.65 3.38
## kind.digital_artefacts 1.57 7.12
## kind.numerical_data 1.02 2.43
## kind.surveys 1.69 1.98
## kind.other 1.80 0.08
##
## Bonferroni Adjusted Results:
## p.adj = 0.1521
## p.ij.adj =
## experience.6_15_years experience.0_5_years
## kind.publications 1.0000 0.5912
## kind.digital_artefacts 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000
## kind.surveys 1.0000 1.0000
## kind.other 1.0000 1.0000
## experience.16_30_years experience.31__years
## kind.publications 1.0000 1.0000
## kind.digital_artefacts 1.0000 0.1521
## kind.numerical_data 1.0000 1.0000
## kind.surveys 1.0000 1.0000
## kind.other 1.0000 1.0000
##
## [1] "criteria x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 1516.12
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## criteria.metadata 11.76 1.63 0.40 0.15
## criteria.materials 0.85 3.74 0.20 0.37
## criteria.data_quality 0.27 0.42 0.83 0.04
## criteria.raw_data 0.25 1.09 0.20 2.38
## criteria.usability 0.18 0.46 1.33 0.29
## criteria.access 2.07 0.22 1.05 1.34
## criteria.license 2.45 0.21 3.78 2.03
## criteria.trust_source 0.93 0.02 0.02 7.47
## source.DATAOWN source.BFS source.QUANT source.OECD
## criteria.metadata 3.25 5.72 0.20 0.40
## criteria.materials 0.17 0.23 1.86 0.20
## criteria.data_quality 0.13 3.72 0.41 4.88
## criteria.raw_data 2.35 5.27 1.86 1.09
## criteria.usability 2.34 0.00 0.23 0.46
## criteria.access 0.01 2.59 1.93 0.22
## criteria.license 1.98 0.35 0.11 0.21
## criteria.trust_source 0.45 1.87 0.82 2.46
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## criteria.metadata 2.30 0.75 5.07 0.20
## criteria.materials 23.73 1.55 0.54 1.86
## criteria.data_quality 12.43 0.78 0.41 0.41
## criteria.raw_data 4.10 1.55 0.54 0.54
## criteria.usability 0.83 0.08 4.43 0.23
## criteria.access 0.07 1.27 1.93 1.93
## criteria.license 0.10 2.97 0.11 9.44
## criteria.trust_source 3.09 4.82 0.82 0.82
## source.SOEP source.ARCHIVE source.ESS source.RESEARCHGATE
## criteria.metadata 0.60 0.62 0.06 0.20
## criteria.materials 1.63 1.34 8.54 0.54
## criteria.data_quality 2.06 0.02 1.74 0.41
## criteria.raw_data 1.34 1.63 0.05 1.86
## criteria.usability 0.45 0.69 4.11 0.23
## criteria.access 5.83 1.42 0.07 0.52
## criteria.license 0.32 0.32 0.22 9.44
## criteria.trust_source 0.17 3.71 0.01 1.23
## source.GESIS source.DATAOTHER source.NTVMR source.QUEST
## criteria.metadata 2.57 0.00 0.20 5.07
## criteria.materials 5.55 0.02 0.54 1.86
## criteria.data_quality 2.62 5.15 0.41 0.41
## criteria.raw_data 0.55 0.02 1.86 0.54
## criteria.usability 0.03 1.85 0.23 0.23
## criteria.access 3.25 1.39 1.93 0.52
## criteria.license 1.34 0.02 0.11 0.11
## criteria.trust_source 0.06 2.39 1.23 1.23
## source.EU source.GAL source.UNCLEAR source.MENOTA
## criteria.metadata 0.20 1.63 1.22 5.07
## criteria.materials 0.54 0.20 0.61 0.54
## criteria.data_quality 0.41 0.83 0.05 2.43
## criteria.raw_data 0.54 0.20 0.61 1.86
## criteria.usability 0.23 0.46 1.39 0.23
## criteria.access 0.52 0.22 0.68 0.52
## criteria.license 0.11 3.78 0.65 0.11
## criteria.trust_source 0.82 0.02 7.51 0.82
## source.DATABASEDIV source.FRANTEXT source.BES source.AGD
## criteria.metadata 0.60 5.07 0.20 0.20
## criteria.materials 0.00 0.54 0.54 0.54
## criteria.data_quality 0.02 2.43 2.43 2.43
## criteria.raw_data 0.00 1.86 0.54 0.54
## criteria.usability 0.69 0.23 0.23 4.43
## criteria.access 0.00 0.52 1.93 0.52
## criteria.license 11.37 0.11 0.11 0.11
## criteria.trust_source 3.71 0.82 1.23 1.23
## source.GITHUB source.USCENSUS source.NES
## criteria.metadata 5.07 0.40 0.81
## criteria.materials 0.54 0.20 0.18
## criteria.data_quality 0.41 0.83 4.11
## criteria.raw_data 1.86 3.74 0.18
## criteria.usability 0.23 0.46 8.63
## criteria.access 0.52 0.22 0.15
## criteria.license 0.11 0.21 0.43
## criteria.trust_source 1.23 2.46 1.48
## source.MYPERSONALITY source.NCD source.GSS source.UKDS
## criteria.metadata 0.20 0.20 0.40 0.20
## criteria.materials 1.86 1.86 1.09 0.54
## criteria.data_quality 0.41 0.41 0.83 2.43
## criteria.raw_data 1.86 0.54 3.74 1.86
## criteria.usability 0.23 0.23 0.46 0.23
## criteria.access 0.52 1.93 3.87 1.93
## criteria.license 0.11 0.11 0.21 0.11
## criteria.trust_source 1.23 1.23 2.46 0.82
## source.KB source.STUDIE source.UNI source.SHARE
## criteria.metadata 0.20 0.20 0.21 0.62
## criteria.materials 1.86 0.54 0.40 5.64
## criteria.data_quality 0.41 2.43 4.11 2.06
## criteria.raw_data 0.54 1.86 2.19 1.63
## criteria.usability 0.23 0.23 0.92 0.45
## criteria.access 0.52 0.52 0.45 0.00
## criteria.license 9.44 0.11 1.11 0.32
## criteria.trust_source 1.23 1.23 1.48 0.17
## source.WHO source.ANES source.HEVE source.VIDEO
## criteria.metadata 0.20 0.40 0.20 0.40
## criteria.materials 0.54 0.20 1.86 0.20
## criteria.data_quality 2.43 0.42 0.41 0.83
## criteria.raw_data 0.54 0.20 1.86 1.09
## criteria.usability 0.23 1.33 0.23 1.33
## criteria.access 1.93 0.22 0.52 1.05
## criteria.license 0.11 0.21 0.11 18.95
## criteria.trust_source 1.23 0.02 1.23 2.46
## source.QOG source.SURVEY source.AUSSDA source.UEGK
## criteria.metadata 0.20 0.04 5.07 0.20
## criteria.materials 1.86 0.06 0.54 1.86
## criteria.data_quality 0.41 0.29 2.43 0.41
## criteria.raw_data 0.54 0.06 0.54 0.54
## criteria.usability 4.43 1.57 0.23 4.43
## criteria.access 1.93 0.08 0.52 1.93
## criteria.license 0.11 0.54 0.11 0.11
## criteria.trust_source 0.82 2.52 0.82 0.82
## source.CIOTS source.WAHLDATEN source.OSF source.TRANSC
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 1.86 1.86 0.54
## criteria.data_quality 0.41 2.43 0.41 2.43
## criteria.raw_data 1.86 0.54 1.86 0.54
## criteria.usability 0.23 0.23 0.23 0.23
## criteria.access 1.93 0.52 1.93 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 0.82 1.23
## source.GOOGLE source.ARE source.NCCR
## criteria.metadata 0.81 0.20 0.20
## criteria.materials 0.40 0.54 1.86
## criteria.data_quality 0.85 0.41 0.41
## criteria.raw_data 2.19 0.54 0.54
## criteria.usability 8.63 4.43 4.43
## criteria.access 0.15 1.93 0.52
## criteria.license 0.43 0.11 0.11
## criteria.trust_source 1.48 1.23 1.23
## source.BILDUNGSTATKTZH source.DTA source.DATABASEPIC
## criteria.metadata 0.40 0.20 5.07
## criteria.materials 0.20 1.86 1.86
## criteria.data_quality 0.83 0.41 2.43
## criteria.raw_data 3.74 0.54 0.54
## criteria.usability 0.46 0.23 0.23
## criteria.access 0.22 0.52 0.52
## criteria.license 0.21 9.44 0.11
## criteria.trust_source 2.46 1.23 0.82
## source.HI source.SV source.SSSAJ source.AEA
## criteria.metadata 0.20 1.63 0.20 0.40
## criteria.materials 0.54 0.20 1.86 1.09
## criteria.data_quality 0.41 0.42 2.43 0.42
## criteria.raw_data 1.86 1.09 0.54 3.74
## criteria.usability 0.23 1.33 0.23 1.33
## criteria.access 0.52 0.22 0.52 1.05
## criteria.license 9.44 0.21 0.11 0.21
## criteria.trust_source 1.23 0.02 1.23 0.02
## source.ADDHEALTH source.USBLS source.BJS source.WEMF
## criteria.metadata 0.40 0.40 0.20 0.20
## criteria.materials 3.74 0.20 0.54 0.54
## criteria.data_quality 0.42 0.42 2.43 0.41
## criteria.raw_data 1.09 0.20 0.54 0.54
## criteria.usability 0.46 1.33 0.23 0.23
## criteria.access 1.05 1.05 0.52 1.93
## criteria.license 3.78 0.21 0.11 0.11
## criteria.trust_source 2.46 0.02 0.82 1.23
## source.DATAGOVE source.DODIS source.FPPAEDAGOGIK
## criteria.metadata 0.00 0.20 5.07
## criteria.materials 0.01 0.54 0.54
## criteria.data_quality 1.28 0.41 0.41
## criteria.raw_data 0.01 1.86 1.86
## criteria.usability 0.90 0.23 4.43
## criteria.access 0.84 1.93 0.52
## criteria.license 0.35 0.11 0.11
## criteria.trust_source 0.06 1.23 0.82
## source.MODE source.SILC source.DATABASEMUSEUM
## criteria.metadata 0.20 0.20 0.62
## criteria.materials 0.54 1.86 0.00
## criteria.data_quality 0.41 2.43 0.02
## criteria.raw_data 1.86 0.54 0.00
## criteria.usability 0.23 0.23 0.69
## criteria.access 1.93 0.52 1.42
## criteria.license 9.44 0.11 1.96
## criteria.trust_source 0.82 1.23 0.58
## source.IMSLP source.INETARCHIVE source.EFD source.WEBSITE
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 0.54 0.54 0.54
## criteria.data_quality 0.41 0.41 2.43 2.43
## criteria.raw_data 0.54 0.54 0.54 0.54
## criteria.usability 4.43 4.43 0.23 0.23
## criteria.access 0.52 0.52 1.93 0.52
## criteria.license 0.11 0.11 0.11 9.44
## criteria.trust_source 1.23 1.23 1.23 1.23
## source.EFS source.LAVATER source.BAG source.FLICKR
## criteria.metadata 0.20 5.07 0.20 5.07
## criteria.materials 1.86 0.54 1.86 1.86
## criteria.data_quality 2.43 0.41 0.41 0.41
## criteria.raw_data 0.54 0.54 1.86 1.86
## criteria.usability 4.43 0.23 0.23 0.23
## criteria.access 0.52 1.93 0.52 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 0.82 1.23 1.23 0.82
## source.NOTES source.INTERVIEW source.HANDRIT source.DZHW
## criteria.metadata 5.07 5.07 5.07 0.20
## criteria.materials 0.54 0.54 0.54 1.86
## criteria.data_quality 0.41 0.41 2.43 0.41
## criteria.raw_data 0.54 0.54 1.86 0.54
## criteria.usability 4.43 4.43 0.23 0.23
## criteria.access 1.93 1.93 0.52 0.52
## criteria.license 0.11 0.11 0.11 9.44
## criteria.trust_source 0.82 0.82 0.82 1.23
## source.SGG source.HETSL source.HSZK source.SPIN
## criteria.metadata 0.20 5.07 0.20 5.07
## criteria.materials 0.54 0.54 0.54 0.54
## criteria.data_quality 2.43 0.41 2.43 0.41
## criteria.raw_data 1.86 1.86 0.54 0.54
## criteria.usability 0.23 0.23 4.43 4.43
## criteria.access 0.52 1.93 0.52 0.52
## criteria.license 9.44 0.11 0.11 0.11
## criteria.trust_source 0.82 0.82 1.23 1.23
## source.GBD source.MARPOR source.STUTEXT source.STAPF
## criteria.metadata 0.20 5.07 5.07 0.20
## criteria.materials 1.86 1.86 0.54 1.86
## criteria.data_quality 0.41 0.41 0.41 0.41
## criteria.raw_data 0.54 0.54 0.54 1.86
## criteria.usability 0.23 0.23 4.43 0.23
## criteria.access 1.93 1.93 1.93 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 0.82 0.82 1.23
## source.STUDPLANTI source.THESES source.WBDATA source.SSRN
## criteria.metadata 5.07 0.40 0.20 0.20
## criteria.materials 0.54 1.09 1.86 1.86
## criteria.data_quality 0.41 0.42 0.41 0.41
## criteria.raw_data 0.54 3.74 1.86 0.54
## criteria.usability 4.43 0.46 0.23 0.23
## criteria.access 1.93 0.22 0.52 0.52
## criteria.license 0.11 0.21 0.11 0.11
## criteria.trust_source 0.82 2.46 1.23 1.23
## source.PRIO source.GDELT source.EINKIK source.DATAJOURNAL
## criteria.metadata 0.20 0.20 5.07 0.20
## criteria.materials 1.86 0.54 0.54 1.86
## criteria.data_quality 0.41 0.41 2.43 0.41
## criteria.raw_data 0.54 1.86 1.86 0.54
## criteria.usability 4.43 0.23 0.23 0.23
## criteria.access 1.93 0.52 0.52 0.52
## criteria.license 0.11 9.44 0.11 9.44
## criteria.trust_source 0.82 1.23 0.82 1.23
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 1.86 1.86 0.54 1.86
## criteria.data_quality 0.41 0.41 0.41 0.41
## criteria.raw_data 0.54 1.86 1.86 1.86
## criteria.usability 4.43 0.23 0.23 0.23
## criteria.access 0.52 0.52 1.93 0.52
## criteria.license 0.11 0.11 0.11 9.44
## criteria.trust_source 1.23 1.23 1.23 0.82
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## criteria.metadata 0.20 0.20 0.20 0.40
## criteria.materials 0.54 0.54 0.54 0.20
## criteria.data_quality 2.43 0.41 2.43 0.83
## criteria.raw_data 1.86 0.54 0.54 0.20
## criteria.usability 0.23 0.23 0.23 0.46
## criteria.access 1.93 1.93 1.93 3.87
## criteria.license 0.11 0.11 0.11 0.21
## criteria.trust_source 0.82 1.23 1.23 2.46
## source.CMVW source.SECO source.TWITTER source.GIS
## criteria.metadata 0.20 0.20 5.07 0.20
## criteria.materials 0.54 0.54 0.54 0.54
## criteria.data_quality 0.41 2.43 0.41 0.41
## criteria.raw_data 1.86 0.54 1.86 0.54
## criteria.usability 0.23 0.23 0.23 4.43
## criteria.access 1.93 1.93 0.52 0.52
## criteria.license 9.44 0.11 0.11 9.44
## criteria.trust_source 0.82 1.23 1.23 1.23
## source.KAGGLE source.GETTY source.ACAD source.DGD
## criteria.metadata 1.63 0.20 0.20 0.20
## criteria.materials 0.20 0.54 0.54 0.54
## criteria.data_quality 0.42 2.43 0.41 2.43
## criteria.raw_data 3.74 1.86 0.54 0.54
## criteria.usability 0.46 0.23 0.23 4.43
## criteria.access 0.22 0.52 1.93 0.52
## criteria.license 0.21 0.11 9.44 0.11
## criteria.trust_source 1.65 1.23 1.23 1.23
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## criteria.metadata 5.07 5.07 0.20 0.20 5.07
## criteria.materials 0.54 0.54 1.86 0.54 1.86
## criteria.data_quality 0.41 0.41 0.41 2.43 2.43
## criteria.raw_data 0.54 0.54 1.86 1.86 0.54
## criteria.usability 4.43 4.43 0.23 0.23 0.23
## criteria.access 0.52 0.52 0.52 0.52 0.52
## criteria.license 0.11 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 1.23 1.23 0.82
## source.WVS source.INTORG source.AVAM
## criteria.metadata 0.40 0.20 0.20
## criteria.materials 0.20 1.86 0.54
## criteria.data_quality 4.88 0.41 2.43
## criteria.raw_data 0.20 0.54 1.86
## criteria.usability 8.90 0.23 0.23
## criteria.access 1.05 0.52 0.52
## criteria.license 0.21 0.11 0.11
## criteria.trust_source 1.65 1.23 1.23
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## criteria.metadata 0.40 0.20 0.20
## criteria.materials 0.20 1.86 0.54
## criteria.data_quality 0.83 0.41 2.43
## criteria.raw_data 0.20 1.86 1.86
## criteria.usability 1.33 0.23 0.23
## criteria.access 0.22 0.52 1.93
## criteria.license 0.21 0.11 0.11
## criteria.trust_source 2.46 1.23 0.82
## source.NETMETRIX source.THDS source.ANFP source.NSD
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 0.54 1.86 1.86
## criteria.data_quality 0.41 2.43 0.41 0.41
## criteria.raw_data 0.54 0.54 1.86 0.54
## criteria.usability 0.23 0.23 0.23 0.23
## criteria.access 1.93 1.93 0.52 1.93
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 1.23 1.23
## source.LIBCON source.RISM source.CSURF source.SAGA
## criteria.metadata 5.07 0.20 0.20 5.07
## criteria.materials 1.86 0.54 0.54 0.54
## criteria.data_quality 0.41 0.41 2.43 2.43
## criteria.raw_data 1.86 0.54 0.54 1.86
## criteria.usability 0.23 0.23 0.23 0.23
## criteria.access 0.52 1.93 1.93 0.52
## criteria.license 0.11 9.44 0.11 0.11
## criteria.trust_source 0.82 1.23 1.23 0.82
## source.HSSO source.SUCHTMONITORING source.LFE
## criteria.metadata 0.20 0.20 0.20
## criteria.materials 1.86 1.86 1.86
## criteria.data_quality 0.41 0.41 0.41
## criteria.raw_data 1.86 1.86 0.54
## criteria.usability 0.23 0.23 4.43
## criteria.access 0.52 0.52 1.93
## criteria.license 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 0.82
## source.DATABASE source.MEGUID source.CHES source.PYS
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 0.54 1.86 0.54
## criteria.data_quality 0.41 2.43 0.41 2.43
## criteria.raw_data 1.86 1.86 0.54 0.54
## criteria.usability 0.23 4.43 4.43 0.23
## criteria.access 0.52 0.52 0.52 0.52
## criteria.license 9.44 0.11 0.11 0.11
## criteria.trust_source 1.23 0.82 1.23 0.82
## source.REG source.SMASH02 source.HBSC source.DVD
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 0.54 1.86 0.54
## criteria.data_quality 0.41 2.43 0.41 2.43
## criteria.raw_data 1.86 0.54 1.86 1.86
## criteria.usability 0.23 0.23 0.23 4.43
## criteria.access 1.93 1.93 0.52 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 1.23 0.82
## source.SNC source.JOBADS source.TAX source.VS
## criteria.metadata 5.07 0.20 0.20 0.20
## criteria.materials 1.86 0.54 0.54 0.54
## criteria.data_quality 2.43 2.43 0.41 2.43
## criteria.raw_data 0.54 1.86 1.86 0.54
## criteria.usability 0.23 0.23 0.23 0.23
## criteria.access 0.52 0.52 1.93 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 0.82 1.23 1.23 0.82
##
## Bonferroni Adjusted Results:
## p.adj = 0.0013
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## criteria.metadata 0.7202 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 0.0013 1.0000 1.0000 1.0000
## criteria.data_quality 0.5026 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.SOEP source.ARCHIVE source.ESS source.RESEARCHGATE
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.GESIS source.DATAOTHER source.NTVMR source.QUEST
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.EU source.GAL source.UNCLEAR source.MENOTA
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.DATABASEDIV source.FRANTEXT source.BES source.AGD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 0.8913 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.GITHUB source.USCENSUS source.NES
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.MYPERSONALITY source.NCD source.GSS source.UKDS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.KB source.STUDIE source.UNI source.SHARE
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.WHO source.ANES source.HEVE source.VIDEO
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 0.0160
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.QOG source.SURVEY source.AUSSDA source.UEGK
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.CIOTS source.WAHLDATEN source.OSF source.TRANSC
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.GOOGLE source.ARE source.NCCR
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.BILDUNGSTATKTZH source.DTA source.DATABASEPIC
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.HI source.SV source.SSSAJ source.AEA
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.ADDHEALTH source.USBLS source.BJS source.WEMF
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.DATAGOVE source.DODIS source.FPPAEDAGOGIK
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.MODE source.SILC source.DATABASEMUSEUM
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.IMSLP source.INETARCHIVE source.EFD source.WEBSITE
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.EFS source.LAVATER source.BAG source.FLICKR
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.NOTES source.INTERVIEW source.HANDRIT source.DZHW
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.SGG source.HETSL source.HSZK source.SPIN
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.GBD source.MARPOR source.STUTEXT source.STAPF
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.STUDPLANTI source.THESES source.WBDATA source.SSRN
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.PRIO source.GDELT source.EINKIK source.DATAJOURNAL
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.CMVW source.SECO source.TWITTER source.GIS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.KAGGLE source.GETTY source.ACAD source.DGD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000 1.0000
## source.WVS source.INTORG source.AVAM
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.NETMETRIX source.THDS source.ANFP source.NSD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.LIBCON source.RISM source.CSURF source.SAGA
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.HSSO source.SUCHTMONITORING source.LFE
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.DATABASE source.MEGUID source.CHES source.PYS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.REG source.SMASH02 source.HBSC source.DVD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.SNC source.JOBADS source.TAX source.VS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
##
## [1] "criteria x purpose"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 288.55
## X^2_S.ij =
## purpose.integration purpose.teaching purpose.other
## criteria.metadata 5.35 0.22 0.22
## criteria.materials 26.69 5.66 1.73
## criteria.data_quality 26.08 3.65 1.04
## criteria.raw_data 26.69 7.13 0.37
## criteria.usability 3.14 0.10 8.52
## criteria.access 17.45 1.90 0.00
## criteria.license 8.25 1.05 0.02
## criteria.trust_source 45.48 17.73 0.51
## purpose.inspiration purpose.verification
## criteria.metadata 5.45 2.26
## criteria.materials 0.39 1.58
## criteria.data_quality 0.52 1.19
## criteria.raw_data 5.57 2.86
## criteria.usability 22.15 1.37
## criteria.access 4.95 3.19
## criteria.license 1.65 1.11
## criteria.trust_source 8.70 0.91
## purpose.replication
## criteria.metadata 0.12
## criteria.materials 0.17
## criteria.data_quality 1.94
## criteria.raw_data 10.28
## criteria.usability 2.34
## criteria.access 0.24
## criteria.license 0.16
## criteria.trust_source 0.45
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## purpose.integration purpose.teaching purpose.other
## criteria.metadata 0.9973 1.0000 1.0000
## criteria.materials 0.0000 0.8345 1.0000
## criteria.data_quality 0.0000 1.0000 1.0000
## criteria.raw_data 0.0000 0.3638 1.0000
## criteria.usability 1.0000 1.0000 0.1685
## criteria.access 0.0014 1.0000 1.0000
## criteria.license 0.1954 1.0000 1.0000
## criteria.trust_source 0.0000 0.0012 1.0000
## purpose.inspiration purpose.verification
## criteria.metadata 0.9412 1.0000
## criteria.materials 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000
## criteria.raw_data 0.8767 1.0000
## criteria.usability 0.0001 1.0000
## criteria.access 1.0000 1.0000
## criteria.license 1.0000 1.0000
## criteria.trust_source 0.1524 1.0000
## purpose.replication
## criteria.metadata 1.0000
## criteria.materials 1.0000
## criteria.data_quality 1.0000
## criteria.raw_data 0.0645
## criteria.usability 1.0000
## criteria.access 1.0000
## criteria.license 1.0000
## criteria.trust_source 1.0000
##
## [1] "researchfield x data_reuse"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 104.33
## X^2_S.ij =
## data_reuse.Yes data_reuse.No
## researchfield.archaeology 1.53 1.53
## researchfield.architecture 0.30 0.30
## researchfield.art 2.80 2.80
## researchfield.economics 1.81 1.81
## researchfield.education 1.53 1.53
## researchfield.ethnology 2.40 2.40
## researchfield.geography 0.03 0.03
## researchfield.health 1.35 1.35
## researchfield.history 0.64 0.64
## researchfield.law 0.18 0.18
## researchfield.linguistics 3.45 3.45
## researchfield.literature 3.77 3.77
## researchfield.media_comm 0.52 0.52
## researchfield.philosophy 0.60 0.60
## researchfield.politics 3.95 3.95
## researchfield.psychology 24.47 24.47
## researchfield.sociology 0.00 0.00
## researchfield.theology 0.12 0.12
## researchfield.other 2.70 2.70
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## data_reuse.Yes data_reuse.No
## researchfield.archaeology 1 1
## researchfield.architecture 1 1
## researchfield.art 1 1
## researchfield.economics 1 1
## researchfield.education 1 1
## researchfield.ethnology 1 1
## researchfield.geography 1 1
## researchfield.health 1 1
## researchfield.history 1 1
## researchfield.law 1 1
## researchfield.linguistics 1 1
## researchfield.literature 1 1
## researchfield.media_comm 1 1
## researchfield.philosophy 1 1
## researchfield.politics 1 1
## researchfield.psychology 0 0
## researchfield.sociology 1 1
## researchfield.theology 1 1
## researchfield.other 1 1
##
## [1] "experience x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 553.8
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## experience.6_15_years 0.47 1.24 0.12 0.03
## experience.0_5_years 2.04 0.69 0.69 1.75
## experience.16_30_years 3.82 0.52 0.52 0.25
## experience.31__years 0.08 4.00 0.20 9.34
## source.DATAOWN source.BFS source.QUANT source.OECD
## experience.6_15_years 0.15 0.10 0.62 0.12
## experience.0_5_years 1.22 0.24 0.34 0.64
## experience.16_30_years 1.29 0.10 2.67 0.76
## experience.31__years 0.32 0.47 0.10 0.20
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## experience.6_15_years 0.52 0.07 1.63 1.63
## experience.0_5_years 2.75 0.47 0.34 0.34
## experience.16_30_years 0.06 0.88 0.38 0.38
## experience.31__years 2.73 0.73 0.10 0.10
## source.SOEP source.ARCHIVE source.ESS
## experience.6_15_years 0.03 0.03 1.24
## experience.0_5_years 0.10 1.03 1.32
## experience.16_30_years 0.06 2.37 0.89
## experience.31__years 0.31 0.31 1.73
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## experience.6_15_years 0.62 0.12 2.45
## experience.0_5_years 0.34 0.50 0.42
## experience.16_30_years 2.67 1.31 1.31
## experience.31__years 0.10 0.01 0.01
## source.NTVMR source.QUEST source.EU source.GAL
## experience.6_15_years 1.63 1.63 0.62 1.24
## experience.0_5_years 0.34 0.34 2.95 0.64
## experience.16_30_years 0.38 0.38 0.38 0.52
## experience.31__years 0.10 0.10 0.10 0.20
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## experience.6_15_years 0.06 0.62 1.87
## experience.0_5_years 0.25 2.95 0.10
## experience.16_30_years 0.11 0.38 0.06
## experience.31__years 0.41 0.10 2.10
## source.FRANTEXT source.BES source.AGD source.GITHUB
## experience.6_15_years 0.62 0.62 0.62 1.63
## experience.0_5_years 0.34 2.95 0.34 0.34
## experience.16_30_years 2.67 0.38 2.67 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.USCENSUS source.NES source.MYPERSONALITY
## experience.6_15_years 0.12 0.29 1.63
## experience.0_5_years 0.69 1.30 0.34
## experience.16_30_years 0.52 1.53 0.38
## experience.31__years 0.20 1.21 0.10
## source.NCD source.GSS source.UKDS source.KB
## experience.6_15_years 0.62 1.24 0.62 0.62
## experience.0_5_years 0.34 0.69 0.34 0.34
## experience.16_30_years 2.67 0.52 2.67 2.67
## experience.31__years 0.10 4.00 0.10 0.10
## source.STUDIE source.UNI source.SHARE source.WHO
## experience.6_15_years 1.63 2.35 0.03 1.63
## experience.0_5_years 0.34 0.00 0.10 0.34
## experience.16_30_years 0.38 1.53 0.06 0.38
## experience.31__years 0.10 0.41 0.31 0.10
## source.ANES source.HEVE source.VIDEO source.QOG
## experience.6_15_years 0.12 1.63 3.28 0.62
## experience.0_5_years 0.64 0.34 0.69 0.34
## experience.16_30_years 0.76 0.38 0.76 2.67
## experience.31__years 0.20 0.10 0.20 0.10
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## experience.6_15_years 1.04 1.63 0.62 1.63
## experience.0_5_years 1.73 0.34 2.95 0.34
## experience.16_30_years 0.14 0.38 0.38 0.38
## experience.31__years 0.71 0.10 0.10 0.10
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## experience.6_15_years 1.63 0.62 1.63 0.29
## experience.0_5_years 0.34 2.95 0.34 0.00
## experience.16_30_years 0.38 0.38 0.38 1.05
## experience.31__years 0.10 0.10 0.10 0.41
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## experience.6_15_years 0.62 1.63 0.12 0.62
## experience.0_5_years 2.95 0.34 0.69 0.34
## experience.16_30_years 0.38 0.38 0.52 2.67
## experience.31__years 0.10 0.10 0.20 0.10
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## experience.6_15_years 0.62 1.63 3.28 0.62
## experience.0_5_years 0.34 0.34 0.69 0.34
## experience.16_30_years 0.38 0.38 0.76 0.38
## experience.31__years 9.87 0.10 0.20 9.87
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## experience.6_15_years 0.12 1.24 1.24 1.63
## experience.0_5_years 0.64 0.64 5.92 0.34
## experience.16_30_years 0.76 0.52 0.76 0.38
## experience.31__years 0.20 0.20 0.20 0.10
## source.WEMF source.DATAGOVE source.DODIS
## experience.6_15_years 1.63 0.06 1.63
## experience.0_5_years 0.34 2.09 0.34
## experience.16_30_years 0.38 1.59 0.38
## experience.31__years 0.10 0.41 0.10
## source.FPPAEDAGOGIK source.MODE source.SILC
## experience.6_15_years 1.63 0.62 1.63
## experience.0_5_years 0.34 2.95 0.34
## experience.16_30_years 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## experience.6_15_years 0.03 0.62 0.62
## experience.0_5_years 1.03 0.34 0.34
## experience.16_30_years 2.37 2.67 2.67
## experience.31__years 0.31 0.10 0.10
## source.EFD source.WEBSITE source.EFS source.LAVATER
## experience.6_15_years 1.63 0.62 0.62 0.62
## experience.0_5_years 0.34 0.34 2.95 0.34
## experience.16_30_years 0.38 0.38 0.38 2.67
## experience.31__years 0.10 9.87 0.10 0.10
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## experience.6_15_years 0.62 0.62 0.62 0.62
## experience.0_5_years 2.95 2.95 0.34 0.34
## experience.16_30_years 0.38 0.38 2.67 2.67
## experience.31__years 0.10 0.10 0.10 0.10
## source.HANDRIT source.DZHW source.SGG source.HETSL
## experience.6_15_years 0.62 0.62 1.63 0.62
## experience.0_5_years 2.95 0.34 0.34 0.34
## experience.16_30_years 0.38 2.67 0.38 0.38
## experience.31__years 0.10 0.10 0.10 9.87
## source.HSZK source.SPIN source.GBD source.MARPOR
## experience.6_15_years 0.62 1.63 0.62 1.63
## experience.0_5_years 0.34 0.34 0.34 0.34
## experience.16_30_years 2.67 0.38 2.67 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.STUTEXT source.STAPF source.STUDPLANTI
## experience.6_15_years 0.62 1.63 0.62
## experience.0_5_years 2.95 0.34 0.34
## experience.16_30_years 0.38 0.38 2.67
## experience.31__years 0.10 0.10 0.10
## source.THESES source.WBDATA source.SSRN source.PRIO
## experience.6_15_years 0.12 0.62 0.62 0.62
## experience.0_5_years 0.69 2.95 0.34 0.34
## experience.16_30_years 0.52 0.38 2.67 2.67
## experience.31__years 0.20 0.10 0.10 0.10
## source.GDELT source.EINKIK source.DATAJOURNAL
## experience.6_15_years 0.62 1.63 0.62
## experience.0_5_years 2.95 0.34 0.34
## experience.16_30_years 0.38 0.38 2.67
## experience.31__years 0.10 0.10 0.10
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## experience.6_15_years 0.62 0.62 0.62 0.62
## experience.0_5_years 2.95 2.95 2.95 2.95
## experience.16_30_years 0.38 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## experience.6_15_years 1.63 1.63 1.63 1.24
## experience.0_5_years 0.34 0.34 0.34 0.69
## experience.16_30_years 0.38 0.38 0.38 0.76
## experience.31__years 0.10 0.10 0.10 19.82
## source.CMVW source.SECO source.TWITTER source.GIS
## experience.6_15_years 0.62 1.63 0.62 0.62
## experience.0_5_years 2.95 0.34 0.34 0.34
## experience.16_30_years 0.38 0.38 2.67 2.67
## experience.31__years 0.10 0.10 0.10 0.10
## source.KAGGLE source.GETTY source.ACAD source.DGD
## experience.6_15_years 1.24 0.62 0.62 0.62
## experience.0_5_years 0.64 0.34 0.34 0.34
## experience.16_30_years 0.52 2.67 2.67 2.67
## experience.31__years 0.20 0.10 0.10 0.10
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## experience.6_15_years 1.63 1.63 0.62 1.63 1.63
## experience.0_5_years 0.34 0.34 2.95 0.34 0.34
## experience.16_30_years 0.38 0.38 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10 0.10 0.10
## source.WVS source.INTORG source.AVAM
## experience.6_15_years 1.24 0.62 1.63
## experience.0_5_years 5.92 0.34 0.34
## experience.16_30_years 0.76 2.67 0.38
## experience.31__years 0.20 0.10 0.10
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## experience.6_15_years 3.28 0.62 1.63
## experience.0_5_years 0.69 2.95 0.34
## experience.16_30_years 0.76 0.38 0.38
## experience.31__years 0.20 0.10 0.10
## source.NETMETRIX source.THDS source.ANFP source.NSD
## experience.6_15_years 1.63 1.63 0.62 0.62
## experience.0_5_years 0.34 0.34 2.95 0.34
## experience.16_30_years 0.38 0.38 0.38 2.67
## experience.31__years 0.10 0.10 0.10 0.10
## source.LIBCON source.RISM source.CSURF source.SAGA
## experience.6_15_years 0.62 0.62 0.62 0.62
## experience.0_5_years 2.95 0.34 0.34 2.95
## experience.16_30_years 0.38 2.67 2.67 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.HSSO source.SUCHTMONITORING source.LFE
## experience.6_15_years 1.63 1.63 0.62
## experience.0_5_years 0.34 0.34 2.95
## experience.16_30_years 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10
## source.DATABASE source.MEGUID source.CHES source.PYS
## experience.6_15_years 0.62 0.62 0.62 1.63
## experience.0_5_years 0.34 2.95 2.95 0.34
## experience.16_30_years 2.67 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.REG source.SMASH02 source.HBSC source.DVD
## experience.6_15_years 1.63 0.62 1.63 0.62
## experience.0_5_years 0.34 0.34 0.34 0.34
## experience.16_30_years 0.38 2.67 0.38 2.67
## experience.31__years 0.10 0.10 0.10 0.10
## source.SNC source.JOBADS source.TAX source.VS
## experience.6_15_years 0.62 1.63 0.62 1.63
## experience.0_5_years 0.34 0.34 2.95 0.34
## experience.16_30_years 2.67 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10 0.10
##
## Bonferroni Adjusted Results:
## p.adj = 0.0051
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.SOEP source.ARCHIVE source.ESS
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.NTVMR source.QUEST source.EU source.GAL
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.FRANTEXT source.BES source.AGD source.GITHUB
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.USCENSUS source.NES source.MYPERSONALITY
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.NCD source.GSS source.UKDS source.KB
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.STUDIE source.UNI source.SHARE source.WHO
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.ANES source.HEVE source.VIDEO source.QOG
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.WEMF source.DATAGOVE source.DODIS
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.FPPAEDAGOGIK source.MODE source.SILC
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.EFD source.WEBSITE source.EFS source.LAVATER
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.HANDRIT source.DZHW source.SGG source.HETSL
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.HSZK source.SPIN source.GBD source.MARPOR
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.STUTEXT source.STAPF source.STUDPLANTI
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.THESES source.WBDATA source.SSRN source.PRIO
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.GDELT source.EINKIK source.DATAJOURNAL
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 0.0051
## source.CMVW source.SECO source.TWITTER source.GIS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.KAGGLE source.GETTY source.ACAD source.DGD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000 1.0000
## source.WVS source.INTORG source.AVAM
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.NETMETRIX source.THDS source.ANFP source.NSD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.LIBCON source.RISM source.CSURF source.SAGA
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.HSSO source.SUCHTMONITORING source.LFE
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.DATABASE source.MEGUID source.CHES source.PYS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.REG source.SMASH02 source.HBSC source.DVD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.SNC source.JOBADS source.TAX source.VS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
##
## [1] "experience x purpose"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 39.21
## X^2_S.ij =
## purpose.integration purpose.teaching purpose.other
## experience.6_15_years 0.16 0.76 5.73
## experience.0_5_years 2.91 5.05 4.48
## experience.16_30_years 1.41 9.02 0.17
## experience.31__years 2.00 0.05 0.04
## purpose.inspiration purpose.verification
## experience.6_15_years 0.11 0.80
## experience.0_5_years 0.06 0.58
## experience.16_30_years 0.10 0.95
## experience.31__years 0.20 1.31
## purpose.replication
## experience.6_15_years 2.21
## experience.0_5_years 0.53
## experience.16_30_years 0.29
## experience.31__years 0.32
##
## Bonferroni Adjusted Results:
## p.adj = 0.0642
## p.ij.adj =
## purpose.integration purpose.teaching purpose.other
## experience.6_15_years 1.0000 1.0000 0.3997
## experience.0_5_years 1.0000 0.5925 0.8228
## experience.16_30_years 1.0000 0.0642 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## purpose.inspiration purpose.verification
## experience.6_15_years 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000
## experience.31__years 1.0000 1.0000
## purpose.replication
## experience.6_15_years 1.0000
## experience.0_5_years 1.0000
## experience.16_30_years 1.0000
## experience.31__years 1.0000
##
## [1] "purpose x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 1272.37
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## purpose.integration 7.50 1.03 1.03 6.58
## purpose.teaching 5.78 0.52 0.52 8.98
## purpose.other 1.27 0.07 0.07 0.86
## purpose.inspiration 16.71 0.69 0.64 5.11
## purpose.verification 12.03 0.22 0.22 0.35
## purpose.replication 4.19 0.12 0.12 0.49
## source.DATAOWN source.BFS source.QUANT source.OECD
## purpose.integration 5.25 12.41 0.51 1.03
## purpose.teaching 1.29 0.29 2.67 0.52
## purpose.other 0.49 0.01 0.04 0.07
## purpose.inspiration 1.80 0.00 0.34 0.69
## purpose.verification 1.77 1.28 0.11 0.22
## purpose.replication 0.02 0.47 16.40 0.12
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## purpose.integration 14.52 3.68 1.96 0.51
## purpose.teaching 10.80 0.88 2.67 0.38
## purpose.other 2.89 0.26 0.04 0.04
## purpose.inspiration 0.38 0.04 2.95 0.34
## purpose.verification 0.50 0.80 9.03 0.11
## purpose.replication 0.63 0.44 0.06 0.06
## source.SOEP source.ARCHIVE source.ESS source.RESEARCHGATE
## purpose.integration 1.55 1.55 3.47 0.51
## purpose.teaching 2.37 0.06 2.32 0.38
## purpose.other 0.11 0.11 4.17 0.04
## purpose.inspiration 0.10 0.10 1.32 2.95
## purpose.verification 0.34 1.84 1.89 0.11
## purpose.replication 0.19 0.19 1.42 0.06
## source.GESIS source.DATAOTHER source.NTVMR source.QUEST
## purpose.integration 3.66 3.66 0.51 0.51
## purpose.teaching 0.23 9.82 0.38 2.67
## purpose.other 0.89 0.89 0.04 0.04
## purpose.inspiration 0.00 7.21 2.95 0.34
## purpose.verification 1.40 7.61 0.11 9.03
## purpose.replication 0.77 2.75 0.06 0.06
## source.EU source.GAL source.UNCLEAR source.MENOTA
## purpose.integration 0.51 1.03 3.14 0.51
## purpose.teaching 0.38 0.76 9.71 2.67
## purpose.other 0.04 0.07 0.22 0.04
## purpose.inspiration 0.34 0.69 5.53 0.34
## purpose.verification 0.11 0.22 0.30 0.11
## purpose.replication 0.06 0.12 0.38 0.06
## source.DATABASEDIV source.FRANTEXT source.BES source.AGD
## purpose.integration 1.55 0.51 0.51 0.51
## purpose.teaching 2.37 0.38 0.38 2.67
## purpose.other 0.11 0.04 0.04 0.04
## purpose.inspiration 8.92 0.34 0.34 0.34
## purpose.verification 0.34 0.11 0.11 0.11
## purpose.replication 0.19 0.06 0.06 0.06
## source.GITHUB source.USCENSUS source.NES
## purpose.integration 1.96 1.03 2.08
## purpose.teaching 0.38 0.76 0.01
## purpose.other 0.04 13.06 26.33
## purpose.inspiration 2.95 0.69 1.30
## purpose.verification 0.11 0.22 0.45
## purpose.replication 0.06 0.12 2.76
## source.MYPERSONALITY source.NCD source.GSS source.UKDS
## purpose.integration 0.51 0.51 0.23 0.51
## purpose.teaching 0.38 0.38 0.76 2.67
## purpose.other 0.04 0.04 56.21 0.04
## purpose.inspiration 0.34 0.34 0.69 0.34
## purpose.verification 0.11 0.11 0.22 0.11
## purpose.replication 0.06 0.06 0.12 0.06
## source.KB source.STUDIE source.UNI source.SHARE source.WHO
## purpose.integration 0.51 0.51 2.08 0.00 0.51
## purpose.teaching 2.67 0.38 1.53 1.14 0.38
## purpose.other 0.04 0.04 0.15 8.10 0.04
## purpose.inspiration 2.95 0.34 1.38 1.03 0.34
## purpose.verification 0.11 9.03 0.45 0.34 0.11
## purpose.replication 0.06 0.06 0.25 0.19 0.06
## source.ANES source.HEVE source.VIDEO source.QOG
## purpose.integration 1.03 0.51 0.23 0.51
## purpose.teaching 5.37 2.67 0.52 2.67
## purpose.other 13.06 0.04 0.07 0.04
## purpose.inspiration 0.64 0.34 0.64 0.34
## purpose.verification 0.22 0.11 0.22 0.11
## purpose.replication 0.12 0.06 0.12 0.06
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## purpose.integration 2.61 0.51 1.96 0.51
## purpose.teaching 0.41 0.38 0.38 0.38
## purpose.other 0.18 0.04 28.00 0.04
## purpose.inspiration 0.08 0.34 0.34 0.34
## purpose.verification 0.57 0.11 0.11 0.11
## purpose.replication 1.90 0.06 0.06 0.06
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## purpose.integration 0.51 0.51 1.96 2.08
## purpose.teaching 0.38 2.67 2.67 4.65
## purpose.other 0.04 0.04 0.04 5.64
## purpose.inspiration 0.34 0.34 0.34 5.28
## purpose.verification 0.11 0.11 0.11 0.45
## purpose.replication 0.06 16.40 0.06 2.76
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## purpose.integration 1.96 0.51 1.03 0.51
## purpose.teaching 0.38 2.67 0.52 0.38
## purpose.other 0.04 0.04 0.07 0.04
## purpose.inspiration 0.34 2.95 0.69 2.95
## purpose.verification 9.03 0.11 0.22 0.11
## purpose.replication 0.06 0.06 7.25 0.06
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## purpose.integration 0.51 0.51 1.03 0.51
## purpose.teaching 0.38 0.38 0.52 2.67
## purpose.other 0.04 0.04 0.07 0.04
## purpose.inspiration 0.34 0.34 0.69 0.34
## purpose.verification 0.11 0.11 0.22 0.11
## purpose.replication 0.06 0.06 0.12 0.06
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## purpose.integration 1.03 1.03 1.03 0.51
## purpose.teaching 0.52 0.76 0.76 0.38
## purpose.other 0.07 0.07 0.07 0.04
## purpose.inspiration 5.92 0.64 0.64 0.34
## purpose.verification 0.22 0.22 0.22 0.11
## purpose.replication 7.25 0.12 7.25 0.06
## source.WEMF source.DATAGOVE source.DODIS
## purpose.integration 0.51 3.14 1.96
## purpose.teaching 0.38 1.59 2.67
## purpose.other 0.04 0.22 0.04
## purpose.inspiration 0.34 0.20 2.95
## purpose.verification 0.11 0.68 0.11
## purpose.replication 0.06 1.34 16.40
## source.FPPAEDAGOGIK source.MODE source.SILC
## purpose.integration 0.51 1.96 0.51
## purpose.teaching 0.38 0.38 0.38
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 2.95 2.95 0.34
## purpose.verification 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## purpose.integration 1.55 0.51 0.51
## purpose.teaching 2.37 2.67 2.67
## purpose.other 0.11 0.04 0.04
## purpose.inspiration 2.73 2.95 2.95
## purpose.verification 0.34 0.11 0.11
## purpose.replication 0.19 0.06 0.06
## source.EFD source.WEBSITE source.EFS source.LAVATER
## purpose.integration 0.51 0.51 1.96 0.51
## purpose.teaching 2.67 2.67 0.38 0.38
## purpose.other 0.04 0.04 28.00 0.04
## purpose.inspiration 0.34 2.95 0.34 2.95
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 0.38 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 2.95 0.34 2.95 2.95
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.HANDRIT source.DZHW source.SGG source.HETSL
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 2.67 2.67 2.67
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34 2.95
## purpose.verification 0.11 0.11 0.11 9.03
## purpose.replication 0.06 0.06 0.06 0.06
## source.HSZK source.SPIN source.GBD source.MARPOR
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 0.38 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 2.95 0.34 0.34
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.STUTEXT source.STAPF source.STUDPLANTI
## purpose.integration 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 2.67
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 2.95 0.34 2.95
## purpose.verification 0.11 0.11 0.11
## purpose.replication 16.40 0.06 0.06
## source.THESES source.WBDATA source.SSRN source.PRIO
## purpose.integration 1.03 0.51 0.51 0.51
## purpose.teaching 0.52 0.38 2.67 2.67
## purpose.other 0.07 0.04 0.04 0.04
## purpose.inspiration 0.69 2.95 2.95 0.34
## purpose.verification 3.58 0.11 0.11 0.11
## purpose.replication 0.12 0.06 0.06 0.06
## source.GDELT source.EINKIK source.DATAJOURNAL source.VDEM
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 0.38 0.38 0.38 0.38
## purpose.other 0.04 0.04 0.04 28.00
## purpose.inspiration 0.34 0.34 2.95 2.95
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 16.40
## source.SSLS source.IMPUS source.EPERIODICA source.EHA
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 0.38 2.67
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34 0.34
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.MEDIAPULSE source.CESAR source.RECORD source.CMVW
## purpose.integration 0.51 0.51 1.03 1.96
## purpose.teaching 0.38 0.38 0.52 0.38
## purpose.other 0.04 0.04 0.07 0.04
## purpose.inspiration 0.34 0.34 5.92 2.95
## purpose.verification 0.11 9.03 0.22 0.11
## purpose.replication 0.06 0.06 0.12 0.06
## source.SECO source.TWITTER source.GIS source.KAGGLE
## purpose.integration 0.51 0.51 0.51 1.03
## purpose.teaching 2.67 2.67 2.67 0.52
## purpose.other 0.04 0.04 0.04 0.07
## purpose.inspiration 0.34 0.34 2.95 0.69
## purpose.verification 0.11 0.11 0.11 0.22
## purpose.replication 0.06 0.06 0.06 0.12
## source.GETTY source.ACAD source.DGD source.TARKI
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 2.67 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 2.95 0.34 0.34 2.95
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.FHS source.DOC source.QJE source.HLS source.WVS
## purpose.integration 0.51 0.51 0.51 0.51 0.23
## purpose.teaching 0.38 2.67 2.67 0.38 5.37
## purpose.other 0.04 0.04 0.04 0.04 13.06
## purpose.inspiration 2.95 0.34 2.95 0.34 5.92
## purpose.verification 0.11 0.11 0.11 0.11 0.22
## purpose.replication 0.06 0.06 0.06 0.06 0.12
## source.INTORG source.AVAM source.GEMEINDEFORSCHUNG
## purpose.integration 0.51 0.51 0.23
## purpose.teaching 2.67 0.38 0.52
## purpose.other 0.04 0.04 0.07
## purpose.inspiration 2.95 0.34 0.64
## purpose.verification 0.11 0.11 3.58
## purpose.replication 0.06 0.06 0.12
## source.UNKNOWN source.DAB source.NETMETRIX source.THDS
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 0.38 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34 0.34
## purpose.verification 0.11 0.11 0.11 9.03
## purpose.replication 0.06 0.06 0.06 0.06
## source.ANFP source.NSD source.LIBCON source.RISM
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 0.38 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34 0.34
## purpose.verification 9.03 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.CSURF source.SAGA source.HSSO
## purpose.integration 0.51 0.51 0.51
## purpose.teaching 2.67 2.67 2.67
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 2.95 0.34 0.34
## purpose.verification 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06
## source.SUCHTMONITORING source.LFE source.DATABASE
## purpose.integration 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 2.67
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 0.34 2.95 0.34
## purpose.verification 9.03 0.11 0.11
## purpose.replication 0.06 0.06 16.40
## source.MEGUID source.CHES source.PYS source.REG
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 0.38 2.67
## purpose.other 28.00 28.00 0.04 0.04
## purpose.inspiration 2.95 2.95 0.34 0.34
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 16.40 0.06 0.06
## source.SMASH02 source.HBSC source.DVD source.SNC
## purpose.integration 0.51 0.51 0.51 1.96
## purpose.teaching 2.67 2.67 2.67 0.38
## purpose.other 0.04 0.04 0.04 28.00
## purpose.inspiration 2.95 0.34 2.95 0.34
## purpose.verification 0.11 9.03 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.JOBADS source.TAX source.VS
## purpose.integration 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 0.38
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34
## purpose.verification 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 0.0389 1.0000 1.0000 1.0000
## purpose.verification 0.4692 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## purpose.integration 1.0000 0.3815 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 0.0459 1.0000
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## purpose.integration 0.1237 1.0000 1.0000 1.0000
## purpose.teaching 0.9051 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.SOEP source.ARCHIVE source.ESS source.RESEARCHGATE
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.GESIS source.DATAOTHER source.NTVMR source.QUEST
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.EU source.GAL source.UNCLEAR source.MENOTA
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.DATABASEDIV source.FRANTEXT source.BES source.AGD
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.GITHUB source.USCENSUS source.NES
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 0.2693 0.0003
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.MYPERSONALITY source.NCD source.GSS source.UKDS
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 0.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.KB source.STUDIE source.UNI source.SHARE source.WHO
## purpose.integration 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000 1.0000
## source.ANES source.HEVE source.VIDEO source.QOG
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 0.2693 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 0.0001 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 0.0459 1.0000 1.0000
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.WEMF source.DATAGOVE source.DODIS
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 0.0459
## source.FPPAEDAGOGIK source.MODE source.SILC
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.EFD source.WEBSITE source.EFS source.LAVATER
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 0.0001 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.HANDRIT source.DZHW source.SGG source.HETSL
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.HSZK source.SPIN source.GBD source.MARPOR
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.STUTEXT source.STAPF source.STUDPLANTI
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 0.0459 1.0000 1.0000
## source.THESES source.WBDATA source.SSRN source.PRIO
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.GDELT source.EINKIK source.DATAJOURNAL source.VDEM
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 0.0001
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 0.0459
## source.SSLS source.IMPUS source.EPERIODICA source.EHA
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.MEDIAPULSE source.CESAR source.RECORD source.CMVW
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.SECO source.TWITTER source.GIS source.KAGGLE
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.GETTY source.ACAD source.DGD source.TARKI
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.FHS source.DOC source.QJE source.HLS source.WVS
## purpose.integration 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000 0.2693
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000 1.0000
## source.INTORG source.AVAM source.GEMEINDEFORSCHUNG
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.UNKNOWN source.DAB source.NETMETRIX source.THDS
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.ANFP source.NSD source.LIBCON source.RISM
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.CSURF source.SAGA source.HSSO
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.SUCHTMONITORING source.LFE source.DATABASE
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 0.0459
## source.MEGUID source.CHES source.PYS source.REG
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 0.0001 0.0001 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 0.0459 1.0000 1.0000
## source.SMASH02 source.HBSC source.DVD source.SNC
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 0.0001
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.JOBADS source.TAX source.VS
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
##
## [1] "criteria x kind"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 193.39
## X^2_S.ij =
## kind.publications kind.digital_artefacts
## criteria.metadata 6.07 10.46
## criteria.materials 3.98 1.77
## criteria.data_quality 1.24 2.52
## criteria.raw_data 6.41 2.79
## criteria.usability 3.05 1.10
## criteria.access 2.76 4.59
## criteria.license 6.32 13.15
## criteria.trust_source 9.29 4.24
## kind.numerical_data kind.surveys kind.other
## criteria.metadata 2.80 3.97 3.94
## criteria.materials 9.46 5.77 3.19
## criteria.data_quality 22.78 1.29 0.00
## criteria.raw_data 11.14 8.84 3.19
## criteria.usability 3.45 0.48 1.26
## criteria.access 2.20 2.96 0.49
## criteria.license 1.55 0.61 0.37
## criteria.trust_source 9.45 14.31 0.15
##
## Bonferroni Adjusted Results:
## p.adj = 0.0001
## p.ij.adj =
## kind.publications kind.digital_artefacts
## criteria.metadata 0.5499 0.0489
## criteria.materials 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000
## criteria.raw_data 0.4529 1.0000
## criteria.usability 1.0000 1.0000
## criteria.access 1.0000 1.0000
## criteria.license 0.4763 0.0115
## criteria.trust_source 0.0921 1.0000
## kind.numerical_data kind.surveys kind.other
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 0.0839 0.6533 1.0000
## criteria.data_quality 0.0001 1.0000 1.0000
## criteria.raw_data 0.0338 0.1179 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 0.0843 0.0062 1.0000if (params$perform_all_tests) {
lapply(ps, function(x){
m <- !grepl("source", x$var2, fixed = TRUE) | x$var2 %in% paste0("source.", str_to_lower(relevant_sources))
x <- x[m,]
x %>% filter(p < 0.05) #%>% filter(!str_detect(var1, "^source") | var1 %in% relevant_sources)
}) %>% bind_rows() %>% writexl::write_xlsx("results/mrcv_bon.xlsx")
} else {
res <- single_res$res
res_bon <- res$bon$X.sq.S.ij.p.bon
m <- res_bon < 0.05
as_tibble(res_bon, rownames = "var1") %>% gather(key="var2", value="p", -var1) %>%
# filter(var2 %in% paste0("source.", str_to_lower(relevant_sources))) %>%
filter(p < 0.05) %>% writexl::write_xlsx("results/mrcv_bon_" %+% var1 %+% "-" %+% var2 %+% ".xlsx")
}The results (console output) is stored as text file here (results/mrcv_bon_results.txt)